{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "# Self Organizing Maps example - California Housing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this document, the SOMPY lib is going to be used in order to provide an example of usage of the Self Organising Maps algorithm. The data to be used will be the California Housing dataset, included in the SciKit Learn library and included below"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "backend module://ipykernel.pylab.backend_inline version unknown\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "from sompy.sompy import SOMFactory\n",
    "from sklearn.datasets import fetch_california_housing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Loading"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First of all the data is loaded into the local environment as a numpy array. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "California housing dataset.\n",
      "\n",
      "The original database is available from StatLib\n",
      "\n",
      "    http://lib.stat.cmu.edu/datasets/\n",
      "\n",
      "The data contains 20,640 observations on 9 variables.\n",
      "\n",
      "This dataset contains the average house value as target variable\n",
      "and the following input variables (features): average income,\n",
      "housing average age, average rooms, average bedrooms, population,\n",
      "average occupation, latitude, and longitude in that order.\n",
      "\n",
      "References\n",
      "----------\n",
      "\n",
      "Pace, R. Kelley and Ronald Barry, Sparse Spatial Autoregressions,\n",
      "Statistics and Probability Letters, 33 (1997) 291-297.\n",
      "\n",
      "\n",
      "FEATURES:  MedInc, HouseAge, AveRooms, AveBedrms, Population, AveOccup, Latitude, Longitude, HouseValue\n"
     ]
    }
   ],
   "source": [
    "data = fetch_california_housing()\n",
    "descr = data.DESCR\n",
    "names = fetch_california_housing().feature_names+[\"HouseValue\"]\n",
    "\n",
    "data = np.column_stack([data.data, data.target])\n",
    "print(descr)\n",
    "print( \"FEATURES: \", \", \".join(names))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## SOM Training"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The SOM training consists in 2 phases: the rough and the finetune one. The parameters that can be configured in the training step are:\n",
    "\n",
    "- The size of each individual grid\n",
    "- The rough and finetune iterations\n",
    "- The rough and finetune initial and final radiuses\n",
    "- The initialization mechanism (random/pca)\n",
    "\n",
    "For the current example, only the rough/finetune iterations and the initialization mechanism parameters have been chosen. The other ones have not been specified so that the algorithm will choose them authomatically.  \n",
    "\n",
    "For quantifying the error of the approximation, 2 metrics should be computed: \n",
    "\n",
    "- **The quantization error**: average distance between each data vector and its BMU.\n",
    "- **The topographic error**: the proportion of all data vectors for which first and second BMUs are not adjacent units.\n",
    "\n",
    "A rule of thumb is to generate several models with different parameters and choose the one which, having a topographic error very near to zero, has the lowest quantization error. It is important to hold the topographic error very low in order to make the components smooth and easy to understand. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[   8.3252       41.            6.98412698 ...   37.88\n",
      "  -122.23          4.526     ]\n",
      " [   8.3014       21.            6.23813708 ...   37.86\n",
      "  -122.22          3.585     ]\n",
      " [   7.2574       52.            8.28813559 ...   37.85\n",
      "  -122.24          3.521     ]\n",
      " ...\n",
      " [   1.7          17.            5.20554273 ...   39.43\n",
      "  -121.22          0.923     ]\n",
      " [   1.8672       18.            5.32951289 ...   39.43\n",
      "  -121.32          0.847     ]\n",
      " [   2.3886       16.            5.25471698 ...   39.37\n",
      "  -121.24          0.894     ]]\n",
      "maxtrainlen %d inf\n",
      "maxtrainlen %d inf\n"
     ]
    }
   ],
   "source": [
    "#msz = calculate_msz(data)\n",
    "print(data)\n",
    "sm = SOMFactory().build(data, normalization = 'var', initialization='random', component_names=names)\n",
    "sm.train(n_job=1, verbose=False, train_rough_len=2, train_finetune_len=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Topographic error = 0.012257751937984496; Quantization error = 0.8470585994389555\n"
     ]
    }
   ],
   "source": [
    "topographic_error = sm.calculate_topographic_error()\n",
    "quantization_error = np.mean(sm._bmu[1])\n",
    "print (\"Topographic error = %s; Quantization error = %s\" % (topographic_error, quantization_error))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualization"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Components map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1152x864 with 18 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sompy.visualization.mapview import View2D\n",
    "view2D  = View2D(10,10,\"rand data\",text_size=10)\n",
    "view2D.show(sm, col_sz=4, which_dim=\"all\", desnormalize=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Hits map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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1Mmo//qS6pzV16lRmzpxZ7O97DRo0oH79+tjY2OhNDw8Px8nJiUaNGlG6dGk6depEQkKC7ir/7t278fX1pU6dOlhYWGBra0ulSpUMXj7xz1Ai90jdunWLa9euUbt2bU6fPo2LiwsLFiygevXq+Pj4sG3btpKI5aeffsLKykrvrEhJcnBwwN7engkTJhjdJaQwjRo1olatWoSGhqLRaNixYweWlpZ4e3sbVe60adOoUaMGrVu3pnLlyrz++uuA/rCS2v8b01XDXDlPo6oqFy9eNHm5Y8eOZePGjaSnp5OQkMCePXt03VFM4eOPP8bX15eBAwdy4sQJAFq2bElubi7nz59Ho9GwdetWatWqRcWKFY3K2rVrF35+fk886IWHh+Pu7m5UBuQd+Nzd3WnZsqVendCKj4/n+PHj9OrVy+CMtLQ0li9fTnBwsN708PBwqlevzqRJk2jYsCFdu3bl+PHjRufMnDmzwLyvvvqKpk2bGv3FPD9zbk9Lly7llVdeoXfv3rp1dOXKFb2zy66urpQuXdrgL89paWksW7aMWbNmFfm63377zeiryStXrqRFixYMGDBAty2dO3cONzc3pk+fjo+PD7179+bkyZNG5QBMmTIFd3d3fH19cXBw4I033uDs2bM4OzuzZMkSvLy8aNOmDT///LPRWYW5efMmUVFRRp8kyC8oKAhXV1d8fHxwcHDQ225ffvllXFxcmD59eqHdW4tj2bJlvPrqq/Tt25fffvvN2Lf9VL/88gvt2rV74n5Puz0ZevIyLS2NlStXMn369CeWrf3/w4cPn/ttSaPRcOnSJVJTU3n77bfp0qULS5YsITMzU+91SUlJnD17lk6dOhmcpTVlyhTc3Nxo0aKFbnuCvIajpaWl7rkpJCcnU7VqVd1zKysrKlasSFJSEoDu85k3bx7Tp0/n22+/5cGDBybL/6soikKpUqX+Fo/nkcnfVXZ2NsOHD6dfv354enqSmJhIREQEdnZ2XL58mcWLFzNq1CiTf3FOS0tj9uzZLF261KTlFuXmzZvcunWLlStXGnWV7UksLCzo378/Q4cOpUKFCgwdOpRPP/20wFmU4lqwYAFRUVFs3bqVjh07YmlpSZs2bdixYwcRERFkZGSwYsUKFEUx6gyZuXLyq1mzJpUrV2bZsmVkZ2ezd+9eDh8+XCKX31u2bElERAQvvvgibm5uNGrUiK5du5qk7IkTJ7J7924OHDhAr169GDNmDHFxcdjY2PDGG28wePBgGjVqxOrVq5k9e7ZRZ/2Sk5MJDw9/4r2LV69e5ZtvvmH06NEGZ2gtXLiQq1evEhISQqdOnQqcSdy8eTNNmzalWrVqBmcsX76cPn364OTkpDc9KSmJI0eO0Lx5c06cOMGwYcMYMWKEwVfzli1bVmhOYmIi69ev190PYSrm2p6CgoI4ePAgR48epW/fvowcOZLY2FjS09MpV66c3mvLlStn8BWppUuXFrr+8jt8+DA//vgjkyZNMigD8ralPXv2cPDgQXr16sXo0aOJi4vj5s2bHDt2jFdffZVDhw7h7+/P2LFj+fPPPw3OAli0aBFXr15l27ZtujqelJTE5cuXKVeuHOHh4cyfP59x48aZpGtpftnZ2QwcOJDBgwcb1aXqcYsXL+b69ets376dzp07610dvXr1KlevXmXBggVGXTV6//332b9/P0ePHqV37968++67JusaW5ibN29y/vx52rdvr5v2yiuvEBYWxrVr18jKymLdunUoikJWVpZBGStXrqRXr14F6nirVq3YtGkTN27cIC0tjf/85z8ABm+35tqW/vjjD3Jycti/fz9ffPEF33//PZGRkaxZs0bvdTt37qRBgwZ6jRJDLVq0iGvXrrF9+3bd9nT//n3mz5/P3LlzjS4/v6ysLKytrfWmWVtb6z7/1NRU3bFj9uzZPHz4kM2bN5v0PYi/H5M2pHJzcxk5ciSWlpa6vr5lypShdOnSvP/++1haWuLr64uvr6/RA0E8bu7cufTv3x9XV1eTlvs0NjY2DB8+nICAAG7dumXSsg8cOEBwcDC7d+8mNTWVPXv2MGrUKKNvwoe8Rtqrr75KUlIS3333Ha1atWLy5MkMHz6cZs2a4eLigq2tbZE75ucpR6t06dJs3ryZXbt24eLiwsqVK+nZs6dJduj55ebm0qVLF7p3787du3dJTk4mNTWVadOmmaT8evXqYWNjg6WlJV27dqVhw4YcOXKEn376iZCQEEJCQjh79iwLFy5k9OjRRtW93bt3U69ePapUqVJg3o0bN5g0aRLjx4832ckCCwsLmjZtSlJSEt9++63evB9//LHAPRLFERERwa+//so777xTYF6ZMmVwdnamT58+lC5dmjfffJMqVaoY1NXl4sWLHD16lICAgALz5syZQ2BgIHZ2dgYtQ1HMsT01aNAAW1tbrKysePvtt2nUqBGHDh2ibNmyBRpN9+/fx9bWttgZ2vWXfxCfx505c4Zx48bx+eefU7169WJnaOXflrp166bblsqUKUPVqlXp0aOHrhuPo6MjZ8+eNThL6/E6rj0OTpgwAUtLS3x8fGjRooVR9xM9Ljc3l8GDB2Npaclnn31msnK1LCwsaNasGYmJiaxdu1Zvno2NDf7+/owZM4bbt28bVH79+vWxtbXF0tJSV+/CwsKMf+NPsHfvXry9vfW2lcaNGzNkyBDmzJlD//79cXR0pGzZsgZd8dfui4YOHVpgXq9evejSpQsDBgzAz8+PZs2aARh0b7c5tyVtA7p3795UrFiR8uXL079/f44dO6b3up07d+oN6mKs/NvT2rVrWbJkCb169TLqhFthrKysClxdy8jI0C136dKladasGQ4ODlhZWdGhQ4cS6e0i/l5MMtgE5F2aHjNmDLdu3WLz5s2ULl0aoNBuaCUx8kZYWBgJCQl88cUXANy+fZuBAwcyceJE3Y2CJSU3N5f09HQSExMNHgSiMOfPn6dFixY0atQIyNvJv/LKKxw8eNBk/es1Go3uPhV/f3/8/f0BuHbtGh9//DE1a9b8W+VA3hen/fv36563atWKQYMGmax8yDszFxcXx6hRo7CyssLKyoohQ4Ywe/ZsFi5caNIsQHcfQmRkJK1bt9bdRO7r60ulSpUIDw/XO7NaHLt372bgwIEFpicnJxMYGIi/v3+JdJfVaDR6XVlOnDhBcnKy3giFxXX8+HFu3Lihu08gPT0djUZDly5dGDRokF69MIY2x8fHB4AHDx6g0Wi4cuUK8fHxnDp1Su+G7u7duzN79myTjdRmzu1JW/c8PDy4fPmybnpcXBwPHz40aECD//3vf9y4cUN330j+9bdz504uXLhAQEAAS5YswdfX11SLAvz/5fH09CzwRd3Ux6acnBxiYmIK7fJryixVVRk2bBg3b94kNDRUd/wtCY9vt1q5ublkZGSQnJz8t7hv5JdffqFfv34Fpnfr1k23ncbHx/PDDz8Y1K35t99+IyEhgVatWgH/f1/01ltvsX37dsaPH68bNfTIkSM4ODgY1JAy57ZkZ2dH5cqV9eru4/X43Llz3L59WzdwkSlpt6f//e9/JCUl8c033wB5o7GOGDGCMWPGGDXYk6Ojo67rL+RdoUpJSdE1tqtWrVrksot/J5NdkZo4cSJRUVFs2LBB79Koj48Pzs7OLF++nJycHI4fP87Ro0cL3BvxrHJycsjMzESj0aDRaMjMzCQnJ4edO3dy6tQpjh8/zvHjx3FycuLTTz/l3XffNXiZnpS1b98+wsPD0Wg03Lt3j6CgICpUqGBwV4on5TRu3Jhjx47prkCFh4dz7Ngxg++RSklJYdu2bbodbVhYGCEhIfj6+pKZmcnly5dRVZWEhASmTJlCQEAA5cuXf25znuT8+fNkZmaSnp7O8uXLSU5OZvDgwSYrH/JugHZ3d+c///kPOTk5pKamsm7dOpPcEH3v3j1+/fVXsrKyyMnJ4eeff+b06dP4+vri7e3N4cOHiY+PR1VVjh07RmxsLC+//LJBWb///ju3b9+mbdu2etNv377N2LFj6dGjB927dzd6mVJSUggJCdHViYMHD7J161Zatmype82mTZvo3LmzQVc4tPr168ehQ4fYuXMnO3fupH///rRt25Zvv/2WDh06cPfuXX766Sc0Gg07d+4kOTmZJk2aFDunf//+HD58WJczYMAAXnvtNdatW8fBgwfZtWuXbh7A119/bXBj1Jzb07179zh8+LCu7m3bto2TJ0/SqlUr3nrrLfbv38/JkydJT09n5cqVtG/f3qDPa8CAARw5coRdu3axa9cuBg4cqFt/kZGRDB48mDlz5ugNvW7o8hw9erTQben111/n3r17hISEoNFo2LNnD8nJyTRs2NCgrNu3bz+xjjdr1oyqVavyySef6Eaw/fXXX2nTpo1Ry6f13nvvcenSJbZv316ga5Ixbt++zdatW7l//z4ajYYDBw7oliksLIzff/8djUZDWloas2bNwt7eHg8Pj2Ln3Lt3jyNHjug+p+3bt3Pq1Cnd/iErK4uHDx8C8PDhQ4O72mldvHiRO3fu6Ebr03r48CHR0dGoqsrNmzdZsWIF3bt3L9Cl9Vn07duXAwcOsGPHDnbs2EG/fv1o06YN33zzDampqcTGxqKqKleuXGH+/PmMHTvWoHtAzLUtab355pts2rSJP/74g3v37rF+/Xq9BlpoaCht27Y1+hYEbd0rbHv68ccfOXToEAcOHODAgQM4OjqyZMmSQnsiFEaj0ZCdnU1ubi65ublkZ2ej0WioX78+iYmJnD17luzsbHbt2kXVqlV1DdxmzZpx/PhxUlJSePjwIb/88ovR96w/L/7qYc3/9cOfx8XF8c0332BlZaV3JnTFihX07t2b9evXM27cOFauXImLiwurV682+IbHhQsXMm/ePN3z//73v8yYMaPAjeUWFhZUqFDBqC9lCxYsKDRL+3sQCQkJWFtb06RJE7Zv306ZMmUMylm0aBHz58/XPd+wYQPTp09nxowZTJ8+nYEDB3Lr1i0qVqzI5MmTDb65UlEUvvvuO6ZOnUpubi7Ozs7MmTOH9u3bc/fuXcaMGUNMTAy2trb06dPH4AE0zJXzJOvXr2fNmjVkZ2fj6+vLzp079fr0m8qmTZuYNGkSS5Ys0Y0QaIp79HJycvjkk0+Ijo7GwsICd3d3Pv74Y9zc3HB1dSU+Pp6hQ4dy7949HBwcmDVrlsHdNXbt2kXr1q0LHPR27NhBYmIia9as0ev/nn/I9OL69ttvmTJliq5OfPjhh7oz9ZmZmezYsYOvvvrK4PIhrz97/i+SNjY2WFlZ8dJLLwHw5ZdfMmvWLGbNmkWNGjX44osvnjgCqDE5j3vxxRcN3j+Yc3vKzs5mxYoVXL9+nVKlSlG9enVWr16tOyP/0UcfMXHiRFJTU/Hx8WHRokUG5Ty+/sqWLUuZMmV46aWXmD9/Pnfu3CEoKEi3LFWrVjXoamJh29Inn3yiu4r22Wef8dFHHzF37lyqV6/OZ599RoUKFQxaJkVRWLt2LUFBQbrP6aOPPtLV8bVr1zJp0iQ+/fRTnJ2d+fTTTw1qdDwuNjaWL774AisrK71uap9//jkDBgwwqmztMr3//vvk5ubi4uLCRx99hJ+fH9u3b2f69OkkJiZibW1Nw4YN2bBhg0H1PCcnhxUrVhAdHa2rd6tWrdLVu/wnqLQnJIy5v2zPnj34+vpStmxZvekPHz5k3rx5JCUlYW1tjZ+fX6Fd855FYXVcu4+Ijo5mxIgRJCUl8eKLLzJkyBD69u1rspyS2Ja0AgICSE1NpWfPnrrBHrTrKCsri3379pmkV4aiKHz77bcFtqfCTkhZWFhgb2//zI233bt36/3W2smTJ+nYsSOdO3dm2LBhbN68me+++w5XV1e9z7958+b88ccfuuN87dq1jRoYSfwzKPlHjnmau3fvPvuLjVASX3oLY87WrUajMUuOKX4g83ljrm4i5qwPJTlKYX537941Sw5gVN/74ni8D3tJMtcoQS+8YLJe1k9lrt89McVPUDwLU/yQ6bN6UkPZ1EzZRfxpTPGDs8/CnMem+Ph4s+SY855sc21Pxv6gd3GYa/2Zc0CI0aNHP5+XTYpQqlQptSS7A5vSw4cPT6uqWvxuJCXIfEdpwcCPAAAgAElEQVRvIYQQQgghxHPlee0293fwfA7KLoQQQgghhBDPMWlICSGEEEIIIUQxSdc+IYQQQggh/qWka5/h5IqUEEIIIYQQQhSTNKSEEEIIIYQQopikISWEEEIIIYQQxST3SAkhhBBCCPEvJfdIGU6uSAkhhBBCCCFEMUlDSgghhBBCCCGKSbr2CSGEEEII8S+kKIp07TOCXJESQgghhBBCiGIq1hUpa2vrknofenJzc82SY07mWnf/xM/IXFmlSpnvvIKbm5tZcjQajVlyACwsLMySU7ZsWbPkAFhZWZkty1yys7PNkvPCC+bp8GBvb2+WHDDfPsKc+1dLS0uz5Dg5OZklB6B8+fJmyTHXtgTmO7a7u7ubJQfA1tbWLDmNGjUyS474d5IrUkIIIYQQQghRTHKPlBBCCCGEEP9S5uyR808ja04IIYQQQgghikkaUkIIIYQQQghRTNKQEkIIIYQQ4l9KOwT68/54huWwUhTla0VRYhVFSVMUJVxRlI755r+uKMplRVHSFUU5qCiK62N/u0ZRlHuKoiQrijLxWdadNKSEEEIIIYQQf3cvAPFAa8AeCAY2KYripihKRWALMBN4ETgFbMz3tx8AHoAr0BYIUhTF71kChRBCCCGEEOJvS1XVB+Q1iLR+VhQlGmgMvARcVFV1M4CiKB8AKYqi1FJV9TIwBPBXVfVP4E9FUb4E/IHdRWVKQ0oIIYQQQoh/qWfpNvecqKgoyql8z79QVfWLJ71YURQHwBO4CLwHnNPOU1X1gaIo14A6iqLcBJzyz3/0/25Pe0PSkBJCCCGEEEI871JUVW3yLC9UFKU08APwraqqlxVFsQVuP/ayu0A5wDbf88fnFclk90itWrWK5s2bU65cOYYNG6Y378CBA9StW5fy5cvTvn17YmNjDc5ZvXo1LVq0wN7enuHDh+umx8bGYm1tTcWKFXWPBQsWGJyjzfLx8cHOzk5vmX777Tc6deqEk5MTzs7O9O/fn6SkJKOy8hs0aBBVqlTB3t6emjVr8tVXX5ms7L8ya+PGjXh7e2NnZ4enpydHjhwpkZxLly7Rvn17KlasSO3atQkJCSmRHK0rV65QtmxZBg0aZJLyPv/8c1q2bMmLL77IyJEj9eatXbuWevXq4eDgQLdu3Yyqd1lZWYwePRpvb2+qVq2Kr68ve/fuBfK2J3t7e6pUqaJ7LF68+G+9TPktWrQIe3t7Dh48aHDWk/YPly5dwsfHB0dHRxwdHenYsSOXLl0yOMecWVlZWYwaNQovLy+cnJzw8fHhl19+AeDhw4cMHDiQOnXqUK5cOaO23yftx/ObP38+1tbWHDhwwOAcc9bxotbdiRMneOutt6hWrRpubm4MGjSI5ORkg7MKUxL716ysLMaMGYO3tzfOzs4Ftqf09HQmTZpE9erVqVatGh07diyitKJzzFHvtN577z28vb2pXr06zZo14/vvvwcgMjKSdu3a4eHhgYeHBz169CAyMtLgnLFjx9KwYUNq1qyJr68v69ev181bv349LVq0wMPDgwEDBhhVH7Kyshg7diz16tWjWrVqtGrVSu9z+u6772jcuDEuLi707NnTqH3se++9R506dXB3d6dp06asW7cOgFOnTtGzZ088PDyoVasW77zzjlHLZK59xOuvv6738PX1Zfny5br5p06dom/fvrRt25YxY8aY9LueKDmKopQC1gEPgTGPJt8H7B57qR2Q9mgej83XziuSyRpSVapUYerUqQwZMkRvekpKCn369OGDDz4gOTmZRo0aMXDgQINznJycmDJlSoEcreTkZFJSUkhJSWHatGkG52izClum1NRUAgICiIyMJCoqCltbW0aMGGFUVn5Tp04lOjqau3fvsm3bNmbOnMnp06dNVv5fkbV3716mTZvGV199RWpqKgcPHqR69eomz8nJyaFHjx506tSJmzdvsmrVKvz9/YmKijJ5ltaYMWN45ZVXTFaek5MTQUFBBRpmhw8f5oMPPmDDhg3Ex8fj6uqKv7+/wTk5OTk4OzsTGhpKfHw8wcHB+Pv7653oiIuLIzExkcTERIKCggzOep6W6fr164SEhODo6GhwDjx5/+Dk5MT69etJSkoiISGBLl26GN3INleWdv3t2rWLhIQEZs6cyZAhQ3Trr3nz5nz55Zc4ODgYvTxF7cevX7/Oli1bjP6MzFnHi1p3qampDB06lAsXLhAREYGtrS3vvfeeUcuWX0ntX3NycqhatSqhoaHExcURHBzM0KFDdetv/Pjx/Pnnn5w4cYLo6GiDT16aq95pBQYGcvr0aa5fv866detYsGAB586dw9HRka+//pqoqCguX76Mn5+fUcf2MWPGcPz4cSIjI1m7di2LFy/m/PnzHDt2jIULF7JmzRouXryIi4sLo0ePNjhH+zn9/PPPxMTEMGPGDAICAoiLi+Po0aPMnTuX77//nmvXruHq6vrEhsmzCAwM5MyZM0RHR/P999/r1l1qaiqDBg3izJkznDlzBltbW8aNG2dwjrn2Efv379c9duzYgZWVFW3btgXyvutNmzaNESNGsHv3bmrVqsWsWbOMyhMlT8nrp/g14AD0UFU1+9Gsi0D9fK+zAWqQd9/Un0BS/vmP/n/xaXkm69rXrVteN8IzZ86QkJCgmx4SEoKXlxc9evQAYObMmVSpUoXLly9Tq1Ytk+WUBG3W6dOn9bI6dOig97r33nuPdu3amSy3Tp06uv9rh3y8du0ajRs3NlmGubPmzJlDcHAwzZo1A6Bq1aomLV/r8uXLJCUlERgYiKIotG3bFh8fH3744QfmzJlj8rwNGzZQvnx5vLy8uHr1qknK7Nq1K5BXxxMTE3XTd+/eTffu3fHy8gLyGsEeHh5cv37doC9NNjY2eicb/Pz8cHV1JTw8nAYNGhi5FPqeh2Vydc0b5XTy5MnMmTOHSZMmGbNIT9w/lC9fnvLlywOgqioWFhZcu3btb5FlY2PD9OnTdc87duyot/60X/YsLCwMzoCn78fHjx/P3LlzCQwMNCrHnHW8qHWnrf9aI0eONPjqTWFKav9a2PqrVq0a4eHhZGVlsWvXLi5evIidXd5JXEPXqbnqnVb+7x7a415MTAz169fH3t4eyNueSpUqRUxMjME5NWvW1HuuzQkPD6dLly66+ePHj6dx48bExMTg5uZW7BwbGxumTp2qe96hQwfd53Ty5Em6du1K7dq1gbz9X506dYiOjsbd3b3YWYWtu+joaN02rRUQEFCg3heHufYR+YWFhVGhQgVdPQ4LC8Pd3Z3XXnsNyFumjh07Gvw5Pa+edWjxv5HVQG3gDVVVM/JN3wosURSlBxAKzALOPxpoAuA7IPjRPVgOwHBg6NPCSnz484iICOrWrat7bmNjQ/Xq1Y3u6vIknp6e1KhRgxEjRpCSklIiGY87evSo7ougqYwaNQobGxtq166Nk5MTnTp1Mmn55szSaDScPn2a27dvU7NmTVxdXRk3bhwZGRlP/2MTUFWVixefelKh2O7du8cHH3zAsmXLTF72k6iqWuD/ERERJin71q1bXL16VXfABfD29qZ27dqMGjWKO3fumCTnceZcpq1bt2JlZUX79u1NUn5RHBwcsLe3Z8KECUZd6fgrs7Trz5CTXob66aefsLKyws/vqaPOFps563hR6+7XX3812To15/711q1bXLt2jdq1a3P69GlcXFxYsGAB1atXx8fHh23btpksp6TrXVBQEK6urvj4+ODg4MDrr7+um/fyyy/j4uLC9OnTjf6iPm3aNGrUqEHr1q2pXLmyLqew/Z4x3Qjz035O2vVXWJYx38GCgoKoVq0azZs3x8HBgTfeeKPAa/73v/+V2OdXUvuInTt34ufnp2tUREdH4+HhoZtvbW1N1apViY6ONmmuMJ1Hvws1EmgAJCuKcv/RY4CqqreBHsA84E+gKdA335/PBq4BscAhYImqqkWO2AdmaEg9ePBAd4ZHy97enrS0p3Y7LJaXXnqJo0ePEhUVxbFjx0hLS2Po0Kc2JI32+++/M3/+fObPn2/ScletWsW9e/c4fPgw3bt3x8rKyqTlmzPr5s2bZGdns2XLFsLCwjh9+jRnz55l3rx5Js2BvDOAlStXZtmyZWRnZ7N3714OHz5cIl8qZs2axTvvvIOzs7PJyy5Mu3bt2LJlCxcuXCAjI4MFCxagKArp6elGl52dnc2wYcPo168fnp6evPTSSxw8eJALFy5w6NAh0tLSCtz7aArmXKa0tDQ+/PBDFi5caIJ3/nQ3b97k1q1brFy50uRXP8yRlZ2dTUBAAP379y9wZr2kpKWlMXv2bJYuXWryss1Zx4tadxcuXGDRokXMnTvXJFnm2r9mZ2czfPhw3fpLTEwkIiICOzs7Ll++zOLFixk1apTRjQFz1bvFixdz/fp1tm/fTufOnfWOe1evXuXq1assWLBA70SwIRYsWEBUVBRbt26lY8eOWFpa0qZNG3bs2EFERAQZGRmsWLECRVFMcpzKzs5m5MiR9O3bF09PT15//XVCQkK4ePEiGRkZLFmyxOisxYsXEx0dzY4dOwqsO4CLFy+ybNkyZs+ebeziFFBS+4ikpCTCw8P1TiRnZGRgY2Oj9zpbW1uTHJ9EyVBVNVZVVUVV1TKqqtrme/zwaP4+VVVrqapqrapqG1VVY/L9bZaqqu+oqmqnqqqDqqrLnxiUT4k3pGxsbLh3757etHv37lGu3FMHwigWW1tbGjduzAsvvICDgwMrVqxg3759Jm+w5Xft2jW6du3K0qVL8fX1NXn5FhYW+Pr6cuPGDVavXm3y8s2VZW1tDcDo0aNxcnKiYsWKTJgwgd27n9rQL7bSpUuzefNmdu3ahYuLCytXrqRnz54m70oYHh7O/v37GT9+vEnLLUrbtm2ZMWMGAwYMwMvLC1dXV8qVK2f0suXm5jJixAgsLS11BydbW1saNWrECy+8QOXKlVm6dCkHDhww+fZkzmVauHAhffv21XXxMwcbGxuGDx9OQEAAt27d+ttk5ebmMnz4cCwtLc16xXXu3Ln079/f5J+ROet4Uevu2rVrvP322yxatIgWLVoYlaNljv1rbm4uI0eOxNLSkiVLlgBQpkwZSpcuzfvvv4+lpSW+vr74+voadeO/ueudhYUFzZo1IzExkbVr1+rNs7Gxwd/fnzFjxnD79uMDfRU/59VXXyUpKYnvvvuOVq1aMXnyZIYPH06zZs1wcXHB1tYWJycno3Jyc3N59913KV26tG7glDZt2ujur2zQoAHVqlXD1taWKlWqGL1MzZo1IykpiW+++UY3/fr16/Tt25d58+bRvHlzozIKU1L7iN27d1OvXj299WJtbc2DBw/0XvfgwQPKli1r0uzngbZ73/P+eB6VeEPKy8uL33//Xff8wYMHXL9+Xa9rRUnQrvDc3NwSKT82NpaOHTsybdo0BgwYUCIZWjk5OUbfY/FXZlWoUAFnZ2e9jaAkN4h69eqxf/9+kpOTCQ0NJTo62qSDQQAcOnRI10+6SpUqLFu2jC1bttCkyTONymmwkSNHcu7cOaKjo+natSs5OTlGdStVVVX3RWHdunWULl260NeV5PZkrmU6dOgQn3/+uW5Erhs3buDv78+KFStMtSiFys3NJT09Xe/esOc5S1VVRo0axa1bt/j++++fWCdKQlhYGKtWrcLNzQ03Nzdu3LjBwIEDjTr7bM46XtS6i4uL46233mLKlCn069fP4IzHlfT+Vbv+bt26xXfffadbJm9v7wKvNSb3r6x3Go2m0HuhcnNzycjIMNkIixqNRjeAhr+/P7/++ivnzp2jU6dO5OTkGHUFTlVVxo4dy+3bt/n222/11t+wYcM4deoUkZGRvPnmm2g0GpN9B8vJydGtu/j4eHr27MmkSZPo3bu3Scp/XEnsIyCvIfX4bQ3u7u569z5nZGSQkJBg0L1l4p/LZA2pnJwcMjMz0Wg0aDQaMjMzycnJoWvXrly8eJGtW7eSmZnJvHnzqFu3rsF9Z5+Uc+LECaKiosjNzeXOnTtMmjSJVq1aFehWaIqshIQE/Pz8eO+994wa/aYwt27dYsOGDdy/fx+NRsOePXvYsGGDXv/tv2PWkCFD+L//+z9u3brFn3/+ycqVK0vsvq/z58+TmZlJeno6y5cvJzk5mcGDB5s0Y/jw4Vy5ckU3QtHIkSPp1KkTu3btMrpsbb3Lzc3Vq3eZmZlcvHgRVVWJj49n7NixjBo1igoVKhicNWHCBCIjI9mwYYPuzDbkDfl65coVcnNz+eOPPwgKCqJly5YGb0/PwzJt376d48ePc/ToUY4ePYqTkxMrV640eBt+0v5h3759hIeHo9FouHfvHkFBQVSoUMGo+wXMmTV+/HgiIyPZtGmT3vqDvGGWMzMzgbxhqTMzM/XuvzB2eXbu3MmpU6c4fvw4x48fx8nJiU8//ZR3333X4OUxVx2HJ6+7xMREunTpwogRIwgICDC4/Ccpyf3rxIkTiYqKKrD+fHx8cHZ2Zvny5eTk5Oi2LUOPH+aodwC3b99m69atuuPegQMH2Lp1Ky1btiQsLIzff/8djUZDWloas2bNwt7eXu8+mWeVkpLCtm3bePDgARqNhrCwMEJCQvD19SUzM5PLly+jqioJCQlMmTKFgIAA3cAxhpg0aRJRUVGsX79eb/1lZmYSERGBqqrcuHGDCRMmMHLkSIOynrTuWrVqRVJSEm+//TYBAQFGjbyqZc59xO+//87t27d1o/VptW7dmuvXr3Pw4EGysrJYs2YNL7/88j9qoAlhPKU4O6OHDx8+8cUfffRRgT7fwcHBzJw5U9cFKi4ujldffZUvv/yyyIpY1BnBuXPnFuj7PWPGDDw8PJg9eza3b9/Gzs6O1157jXnz5hU5NObTzp599NFHhWYpisLcuXML9J0t6kZlS0vLIrO0bt++Ta9evTh37hy5ubm4uroyduxYkzfYjM0q7lnb7OxsJkyYwH//+1/KlClDr169WLhwIWXKlDF51tSpU1mzZg3Z2dn4+vqyYsUKXn755af+nTEjQs2ZM4erV6/qflPjaYrqnz5v3rwCwwhPmzaN0aNH06FDB6Kjo7G1tWXQoEHMmjWryPet0WieOC8uLo66detiZWXFCy/8/wE8V65cSalSpZgzZw4pKSmUK1eOtm3b8uGHHxY5/HBR7+N5WKbHz5DWrVuXTz75pMDBM7+i7hd80v7By8uLOXPmkJCQgLW1NU2aNOGjjz4y6l4LU2ZlZ2c/cV5cXBx16tQpsP4+/vhj+vTpQ506dYiLi9P7mwsXLhTazSb/3z/uSfvx4OBgvWk1a9Zk9erVulGzCvPw4cMil8eUdbxUqSefeyxq3V2/fp358+cXOGY86UrH4w2JpzFm/3r//v0nzouLi6NevXoFlmnFihX07t2bS5cuMW7cON0Q3sHBwbz55puFllXUNm3KegdF719TUlIICAjg4sWL5Obm4uLiwrBhwxg0aBDbt29n4cKFJCYmYm1tTcOGDZkxY4be6Lb5FbUt3blzhxEjRhAREUFubi7Ozs688847DBgwgLt379KjRw9iYmKwtbWlT58+BAUFFbmOiqoT8fHx1K9fv8D6W758Oe3bt6dz5866rP79+zNjxownZhW1f01JSeGdd97RW3fDhw9n0KBBLFmyhMWLFxfo9lbU74ba2to+cZ4p9xFnz5594jzI+13BzMzMQu/pOnnyJMuWLSM5OZk6deoQHBxcZBfM5s2bP5/9z4rwwgsvqKa+3aakpKamnn7WH+Q1F5M1pEyppLrjPc6c/S2ftSH1d2Guz8icWaYaWvdZmGvEwqIOiqZmrvVnzmUqyUFe/ipFffkzpaIaUqZUVEPK1IpqSJlScRtSxiiqIWVK/8T9q7m2JTBfnTDn/rWohpQpPa0hZUp/14aU9icMnnd//vnnc9eQMs9RQQghhBBCCCH+QaQhJYQQQgghhBDFZJ6+F0IIIYQQQojnjrm6Lf8TyZoTQgghhBBCiGKShpQQQgghhBBCFJN07RNCCCGEEOJfSFEUs45i/U8jV6SEEEIIIYQQopikISWEEEIIIYQQxSQNKSGEEEIIIYQoJrlHSgghhBBCiH8puUfKcHJFSgghhBBCCCGKSRpSQgghhBBCCFFMxeraZ2FhUVLvQ4+5LjHm5uaaJQcgPT3dLDkvvGCe3prmvAxsrs8pJyfHLDkAqampZskx1zYLULZsWbPkaDQas+QAqKpqlhxz/qq8ubZdc31O5txuzbU9maveATx48MAsOWXKlDFLDpjvc4qLizNLDphv/2quHDBfnbh//75Zcv7OpGuf4eSKlBBCCCGEEEIUkzSkhBBCCCGEEKKYZNQ+IYQQQggh/qWka5/h5IqUEEIIIYQQQhSTNKSEEEIIIYQQopikISWEEEIIIYQQxST3SAkhhBBCCPEvJfdIGU6uSAkhhBBCCCFEMUlDSgghhBBCCCGKqUQbUhs3bsTb2xs7Ozs8PT05cuSIyTMuXbpE+/btqVixIrVr1yYkJMRkZa9evRofHx/s7OwYNmyYXqaPjw+Ojo44OjrSsWNHLl26ZHDO559/TsuWLXnxxRcZOXKk3ry1a9dSr149HBwc6NatG0lJSc/98gCsWrWK5s2bU65cOb0sgAMHDlC3bl3Kly9P+/btiY2NNThn9erVtGjRAnt7e4YPH66bHhsbi7W1NRUrVtQ9FixYYHBO/qzy5cszYsQIvXnp6ekEBgbi4uKCo6Mj7dq1MypL6/r169SoUYOxY8cCcPPmTYYOHUrjxo1xdnYmPj7eqPJHjx5N/fr18fDwoEWLFvzwww8A/PTTT9SoUUP3cHd3x8nJiXPnzhmUk5WVxejRo/H29qZq1ar4+vqyd+/eAq9btGgR9vb2HDx40OCcsWPHUq9ePapVq0arVq30crZu3UrTpk2pVq0azZo1IzQ01KAceHLdy2/+/PlYW1tz4MABg3PgydvTw4cP6du3L56enlhZWXHo0CGjcrKyshg1ahS1a9fG0dGR5s2b88svv+jmHzx4kIYNG1KpUiU6duxIXFycQTnm2ucBjBw5Ei8vL1xdXXn11VdZt26dbt6hQ4do2rQpzs7OdO3a1ajtKSsrizFjxuDt7Y2zs7NeHd+0aRNVq1bVPZycnChfvjzh4eFGLZtWTEwMb775JpUqVcLZ2Zlx48aRk5NjkrLHjh1Lw4YNqVmzJr6+vqxfv143b/369bRo0QIPDw8GDBhAcnKywTnm+pzMnbVnzx569uyJr68vXbt25ezZsyQmJtKkSRNatmype3z11VdG5QwZMoQGDRrQuHFjGjduTKdOnQA4ceIEderU0U1v3LixSb4nRUdH4+npyfjx4wH43//+h7u7O15eXrrHjz/+aHD52n2Rl5cXTk5O+Pj46PZFDx8+ZODAgdSpU4dy5coZ/d0yOTmZGTNm8Pbbb9OnTx8+++wzNBoNACtWrOCdd96hQ4cOevvCfxJFUShVqtTf4vE8KrF3tXfvXqZNm8ZXX31FamoqBw8epHr16ibNyMnJoUePHnTq1ImbN2+yatUq/P39iYqKMkn5Tk5OTJ06lSFDhhSYvn79epKSkkhISKBLly4MGjTIqJygoKACZRw+fJgPPviADRs2EB8fj6urK/7+/kblmGN5AKpUqVJoVkpKCn369OGDDz4gOTmZRo0aMXDgQINznJycmDJlSoEcreTkZFJSUkhJSWHatGkG5+TPGjx4cIF5Y8aM4c8//+TMmTMkJCSwaNEio7K0goODqV+/vu55qVKlaNOmDV988YVJyh83bhwnTpzgypUrrF27lkWLFnHu3Dl69OjBtWvXdI+FCxfi6upKvXr1DMrJycnB2dmZ0NBQ4uPjCQ4Oxt/fX68Rff36dUJCQnB0dDR4eXJycqhatSo///wzMTExzJgxg4CAAOLi4khMTOTdd99l7ty5xMbG8uGHHzJixAhu375tUNbT6t7169fZsmWLUcuj9aTtCcDHx4dvvvnGJDna9bd7924SExOZNWsWgwcPJjY2lpSUFAYMGMDMmTOJj4+nUaNGT1z2pzHXPg9gwoQJnD17ltjYWL7//nvmz59PeHg4d+7cYciQIUyfPp2rV6/SoEEDAgICDM7RrrvQ0FDi4uIIDg5m6NChxMbG0rt3bxISEnSPpUuX4ubmprdtG2Ps2LFUqlSJ+Ph4Tp06xeHDh1m9erVJyh4zZgzHjx8nMjKStWvXsnjxYs6fP8+xY8dYuHAha9as4eLFi7i4uDB69GiDc8z1OZkz6/jx43z66afMnj2bw4cP8+WXX1K1alXd/IMHD3LkyBGOHDlS4ISjIYKDgzl9+jSnT59m586duumVK1fWTT99+jTdunUzOmvWrFkF6q+DgwMRERG6R8+ePQ0uX3vM2LVrFwkJCcycOZMhQ4bojhnNmzfnyy+/xMHBwajlAPj0008pX748GzZsYPXq1Zw/f57t27cD6E5kvvzyy0bniH+mEhtsYs6cOQQHB9OsWTMAvZ2HqVy+fJmkpCQCAwNRFIW2bdvi4+PDDz/8wJw5c4wuX7uzOX36NAkJCbrp5cuXp3z58gCoqoqFhQXXrl0zOKdr164AnDlzhsTERN303bt30717d7y8vACYOnUqHh4eXL9+3aBGqbmWJ3+WtmGhFRISgpeXFz169ABg5syZVKlShcuXL1OrVi2T5ZSE/Fn5P6fIyEhCQ0O5cuUKdnZ2ADRq1MjovG3btmFnZ0fjxo2JiYkBoFKlSgwZMsRkZ5tr1qyp+7+iKCiKQmxsbIED5KZNm+jVq5fBN6Ta2NjoNWT9/PxwdXUlPDwcV1dXACZPnsycOXOYNGmSQRnanKlTp+qed+jQgWrVqhEeHk6VKlWwt7fXXS1s3749ZcuWJTo6mkqVKhU762l1b/z48cydO5fAwEADl+bpWZaWlowbNw4ACwsLo3NsbGyYMWOG7nnHjh1xdXXl7Nmz/PHHH9SuXZu33zTJ4oAAACAASURBVH4bgOnTp+Pq6kpkZKRePXoW5trnAXr7FW0dj4mJ4dy5c9SqVUv3XoKCgvD09CQqKgpPT89i5xRWx7V1T1vHtf773//St29fk93gHRMTw6hRoyhTpgyOjo506NCBiIgIk5T9+GerXX/h4eF06dJFN3/8+PG6fZWbm1uxc8z1OZkz64svvmDYsGHUrVsXyGvQAHp1/u9o+/bt2NnZ0ahRI6N6lBTFxsaG6dOn655r90Xa7UnbaDfFfi85OZmuXbtiaWnJiy++SJMmTXTL9dZbbwF5+1ohClMiV6Q0Gg2nT5/m9u3b1KxZE1dXV8aNG0dGRkZJxOlRVZWLFy+WeA7knX2xt7dnwoQJBAUFlUiGqqoF/m+qA+TjzLE8ERERuoMK5O0sq1evbnRXwifx9PSkRo0ajBgxgpSUlBLJOHXqFNWqVWPu3Lm4uLjwyiuvGN11Ii0tjaVLlzJr1iwTvcsnmzp1Ku7u7rRs2ZLKlSvz+uuv682Pj4/n+PHj9OrVy2SZt27d4urVq9SuXRvI63JnZWVF+/btTZahzbl27Rq1atWiYcOGeHp6smvXLjQaDaGhoVhaWlKnTh2TZkJe10grKyv8/PxMXrY53bx5U/c5Xbp0CW9vb908Gxsb3N3dTb7tlsQ+b/LkyTg7O9OsWTMcHBx44403uHz5st5nb2Njg5ubG5cvXzYqS0tb97R1XCsuLo5jx47Rt29fk+RA3hWpjRs3kp6eTkJCAnv27KFDhw4mK3/atGnUqFGD1q1b6+0jCvusIiMjDc4x5+dU0lkajYaIiAhSU1Pp1q0bnTp1YtGiRWRmZupe8+abb9KpUyfmzJlDamqqUcsDed3QfHx8GDBgACdOnNBNv3PnDi1btqRdu3YsXLiQ9PR0gzPS0tJYsWIFwcHBBebduXOHJk2a4Ovry4cffmhUzuO0xwxDTrg+Tffu3QkLCyMzM5OUlBROnjxJkyZNTJ4j/plKpCF18+ZNsrOz2bJlC2FhYZw+fZqzZ88yb948k+bUrFmTypUrs2zZMrKzs9m7dy+HDx82S4MN8pbz1q1brFy5kgYNGpi8/Hbt2rFlyxYuXLhARkYGCxYsQFEUk+6c8ivp5QF48OAB9vb2etPs7e1JS0szac5LL73E0aNHiYqK4tixY6SlpTF06FCTZmglJCRw8eJF7OzsuHbtGsuXL2f48OFGHeiXLFlC3759qVKlignfaeEWLlzI1atXCQkJoVOnTgXOvG3evFl3X5EpZGdnM2zYMPr164enpydpaWl8+OGHLFz4/9i787goy/3/468BmQFBFgUBZVMDA8HdTEA6VuKSa7nlctSDoOG+45aZuKUIdTpqaWUuaJsaHrfcDZfjdswUl1IQAQnUUFFRYOb3hz/my8iSzFadPs/HYx6PnJmuN9fc11z3fd33dV+z0Cjll84ZPny49h4iS0tL+vbtS1RUFG5ubkRFRREfH4+tra1Rc+/du8fs2bNZsmSJUcs1t8LCQiIiIujfvz8NGzas8Lubn59vtExT9XlLlizh2rVrbNu2jddeew2VSsX9+/e1V5BL2NvbG6U+hYWFREZGatt4aRs3bqRNmzZ6XbWpSNu2bUlJSaFmzZr4+PjQvHlz7VUVY1iwYAGXL19m8+bNdOrUCaVSyd/+9je2bt1KSkoKDx8+JD4+HoVCYdD+15zbydRZt2/fpqioiL1797Jq1SoSExO5dOkSn3zyCY6OjqxZs4atW7eydu1a7t+/X+7ApComTJjAd999x4EDB+jduzfR0dGkp6dTr149Nm3axMGDB/nss884f/68QVPP4+Li6NOnD+7u7jrPN2jQgO3bt3P8+HE2bNjAuXPnmDt3rkF1KvF0X2RsjRs3Ji0tjR49etC/f3/8/PwICQkxes4fWcmV2T/644/IJAMpGxsb4MmN7O7u7jg7OzN+/Hh27txp1BwrKyu++uorduzYgaenJwkJCfTq1csk0wgrYmtrS2RkJBEREeTk5Bi17Hbt2jFjxgwGDBigvTG2Ro0aJq2fKetTUv7du3d1nrt79y41atQwao6dnR0tWrSgWrVquLq6Eh8fz549e4w+YIMn7d3KyoqYmBiUSiVt27YlLCyMvXv36lXe+fPnSU5OrnABA1OwtLSkdevW3Lhxg88//1znta+//po+ffoYJUetVhMVFYVSqdQONBYuXEi/fv3KTH8yNGfEiBFYWVnx3nvvAXDgwAHeeecdkpKS+OWXX9i6dStjx47lxx9/NFouQGxsLP379zdqfcxNrVYzbNgwlEolS5cuBSr+7trZ2Rkt15R9nqWlJS+++CI3btzg008/xdbWtkx/cO/ePYPro1arGT58OEqlksWLF5d5fePGjbz55psGZTyd16VLF3r27MmdO3fIzs4mLy/P4HtCn2ZpackLL7zAjRs3WLNmDWFhYUyaNInIyEhefPFFPD09sbOzK3OArU+OObaTqbNUKhUAffv2xdnZGUdHRwYMGMDhw4epXr06AQEBVKtWjVq1ajFlyhSOHTvG/fv39a5LkyZNsLW1RalU0qNHD5o3b86hQ4dwcXHhueeew8LCAg8PDyZNmlTuQj/P4vz58xw+fLjc+8Zq166Nr68vFhYWeHp6EhMTY5RjPrVaTWRkJEqlkri4OIPLK6/86dOnExoaSlJSEl9//TX5+fkGL/4h/jpMMpBycnLCw8NDZ/RoqpFk48aN2bt3L9nZ2Wzbto3U1FRatWplkqyKqNVqHjx4YJJ5z8OHD+eHH34gNTWV7t27U1RUpL1/wFRMWZ+AgACdA9f79+9z9erVMtNfjK2k/anVaqOXXXq609N5+jh69CjXr1+ndevWNGvWjI8++ojt27ebZZpYcXGx9n4seLLiU3Z2Nl26dDG4bI1Gw6hRo8jNzWXt2rVYWVkBT1bJWrFiBb6+vvj6+pKRkcGQIUOIj4/XO2f06NHk5uby+eefa3N+/PFHgoODadasGRYWFjRv3pwWLVpw4MABg+tW2oEDB1i2bBk+Pj74+PiQkZHBwIED/zRXqDQaDdHR0eTk5LB+/Xrt5+fv78+5c+e077t//z6pqalG/+6aus8rKioiLS2N559/Xmca+P3797XP66ukjefk5LBmzRrtZ1fi2LFj2vsxjOX27dukp6cTHR2NSqWiVq1aDB482OgnLksUFxdr7x8ZMmQIhw8f5ocffqBz584UFRUZ7YqBKbeTObLs7e3LLIRQ0X6h5PnSUyWNoaLy9N0PHjt2jIyMDIKDg2nZsiUrV65kx44dvPbaa2Xeq1AoDN7flu6L1q1bV+b7ZAz37t0jJydHe4+Uvb094eHhOlMjhaiMyVbtGzx4MP/617/Iycnh119/JSEhQbscpzGdPXuWgoICHjx4wNKlS8nOzi53VTV9FBUVUVBQQHFxMcXFxRQUFFBUVMSePXs4c+YMxcXF3L17lylTpuDk5KR3x16So1ardXIKCgo4f/48Go2G69evM3r0aKKjo3FycvpD16eyrO7du3P+/Hk2b95MQUEB8+bNIygoyODP7umc48ePc/nyZdRqNbdu3WLixImEhYWVmZqkT9bT2yk0NBRPT08WL15MUVERR48e5dChQ7z66qt65ZSctdy1axe7du1i0KBBvPLKK9qlyQsKCnj8+DHwZBnY0nPuq+LmzZts2bKF+/fvU1xczP79+9m8eTNt27bVvufLL7/ktddeM8rZ3/Hjx3Pp0iU2btyovWoNT25cPnbsGMnJySQnJ+Pu7k5CQoLeV+QmTpzI5cuXSUxM1Mlp3rw5R48e1Q7kz549y9GjR/W+R6qitrd9+3ZOnjzJsWPHOHbsGO7u7vzzn/9kxIgReuVUlgVPlgkuaQMl7cGQA7KxY8dy6dIlvvrqK53Pr2vXrqSkpLBlyxYKCgpYuHAhgYGBeh04m6vPy83NZdOmTeTn51NcXMy+ffvYtGkTYWFhvPbaa1y4cIGkpCQKCgpYvHgxAQEBei9gAE+mV12+fLlMGy+xYcMGunbtatQr8M7OztSrV4+PPvqIoqIi8vLyWLt2rc69qPq6efMm3377rbaPOHDgAFu2bCE0NJSCggIuXryIRqMhMzOTqVOnEhERoV24qCrMuZ3MmdW1a1e+/PJLbt++zd27d0lMTKRt27acO3eOtLQ01Go1eXl5LFmyhBYtWujdz969e5fk5GQePXpEUVERW7du5dSpU7Rt25b//Oc/ZGZmotFouHHjBvHx8bz88st65fTv35+DBw+yfft2tm/fzoABA3j55ZdZs2YNR44cISMjA41GQ1ZWFosWLTL4Z0DGjRvHpUuX+PLLL8t8n4zV7zk4OODm5sbWrVspLi4mPz+f3bt3axe3KSws5PHjx2g0GoqKinj8+LFJTsj+3n7vKXt/5ql9iqo0vOLi4md+c2FhIePHj2fDhg1YW1vTu3dvFi5ciLW19W/+v1VppDExMXz66acUFhYSGhpKfHz8My9T+Vs5c+fOLXNf14wZMwgICGDOnDlkZmZiY2NDy5YtmTt3bqU7rspWWZs3b16Z3ziaNm0aI0eOpEOHDqSmpmJnZ8egQYN4++23K12lplq1ihdiNGZ9fqtBz507l9jYWJ3nZs6cyaxZs9i7dy/jxo0jPT2dF154gZUrV1Z6v0Bl2yk2NrbcOvn6+jJ79mxyc3Oxt7fn5ZdfZt68eZUuEf1b34XY2Fjmz5+v89z06dOZOXMmKSkpREdHc+7cOby8vJg9e3alZ51v375daVZpcXFxpKWl8c9//hMADw+PMu/JyMgo9/+trK3cvHmTyMhIUlJSUKvVeHh4EBERoV2OvqCggCZNmrBq1SqdwVVFqlevXuFr6enpBAUFoVKpdNpoQkJCmWmDQUFBfPDBB7Rr167cskp+36M8169fp0mTJmVyli5dSu/evVm5ciUrVqwgNzeXWrVqERERwahRoyosr7yD4RIVtb2n73Vo2LAhy5cvr/Tg5bd+H6Oy75Ofn1+ZlbMuXbpU4XeqsLCwwpz09HQCAgLKfH4ffPABffv2Zf/+/UyYMIHr16/TsmVLPvroI72mMBqzz3v06FGFr928eZOhQ4dy7tw51Go1np6eREVFaU+2HThwgKlTp5KRkUGLFi348MMPK70XsLK/Iz09ncaNG5f57OLj4+nTpw8FBQX4+fmxdu1aXnrppQrLAap8396ZM2eYOHEiZ8+exdLSknbt2pGQkPBMS0NXNoX71q1bREVF6fQR//jHPxgwYAB37tzhjTfeIC0tDTs7O/r27cuUKVMq/Iwq2/cbeztVxphZqamplWYVFRWxZMkSdu7ciUql4tVXX2XMmDHs37+fZcuWcfv2bWxtbWndujVjxozB2dm5wrIq619v377NiBEjuHr1KpaWltSrV48xY8YQHBzM6tWrWb16NXfv3sXR0ZFXXnmFcePGVdjGKst5Wnx8PNeuXSMhIYFVq1axcuVK7ty5g5OTEx06dGDSpEmVDg5r1apV4Wvp6ek0atSozPfp/fffp2/fvjRq1KjM79idO3eu3P7o6NGjldbjypUrLF++nKtXr2JhYUHTpk0ZOXIkTk5OTJo0ibNnz+q8f/HixRX+dEH79u3/mEf7lVAqlRpjLCNvDhkZGac0Gs0faiUQkw2kDGGu0b45zyoYa7nq31LZQMqYzHlmwFzbydjTKipTlYGUIYyxNOyzqsoO2BCVDaSMrbKBlDGZ84cGKxtI/RlVNpAyNnN9n4y9AEplTHEvbHme5STqn81vDaSMyVz9q7lyoPKBlDH91kDKmGQgZVp/xIGUeY66hRBCCCGEEH84f9Rpc38G5jsNKoQQQgghhBD/I2QgJYQQQgghhBBVJAMpIYQQQgghhKgiuUdKCCGEEEKIv6A/8tLifwZyRUoIIYQQQgghqkgGUkIIIYQQQghRRTK1TwghhBBCiL8omdqnP7kiJYQQQgghhBBVJAMpIYQQQgghhKgiGUgJIYQQQgghRBXJPVJCCCGEEEL8RVlYyHUVfVVpIKXRaEz1d+ioVs0847uCggKz5ID5Gun/Wo45s4qKisySA6BUKs2SY67vrDkVFhb+3n+C0VWvXt1sWZaWlmbJUavVZsmxsbExSw6Yr+2Zc99kLvn5+WbLcnBwMEuOo6OjWXIA7t27Z5Ycc/ZFDx8+NEvO1atXzZIj/ppkCCqEEEIIIYQQVSRT+4QQQgghhPiLkuXP9SdXpIQQQgghhBCiimQgJYQQQgghhBBVJFP7hBBCCCGE+AtSKBQytc8AckVKCCGEEEIIIapIBlJCCCGEEEIIUUUykBJCCCGEEEKIKpJ7pIQQQgghhPiLknuk9GeyK1JpaWl07doVFxcXPDw8GDNmDEVFRUbPGTRoEHXq1MHBwYGGDRuyatUqo5W9fPlyQkJCcHR0JCoqSvv8xo0bcXFx0T5q1apF9erVOX36tFFzAB48eMDYsWPx9PTEzc2N9u3bG1Snp124cIHw8HCcnZ3x9/dny5YtRi2/tC+++ILAwEDs7e3x8/Pj+++/N3qGo6OjzkOlUjF27FijlF2ynRwcHIiMjNQ+f+3aNWxsbHB2dtY+FixYYFDWW2+9RWBgIPXr1+fFF19k3bp1AFy6dIn27dvj6+uLr68vb7zxBpcuXdI7Jzo6mqCgIBo0aECbNm20OaXFxcXh6urKwYMH9c559OgRI0eOJDAwkLp16xIaGsru3bvLvG/RokU4ODiwf/9+vbMqqlN6ejqurq7Uq1dP+1i6dKlBdRo9ejSNGzfGy8uLsLAwnTqtWbOGFi1a4OnpSa9evbhx44beWcuXLyc4OBh7e3uGDRumff7ChQsEBwfj5uaGm5sbnTp14sKFCwbllNfGS5s/fz42Njbs27dP75wVK1YQGhqKk5NTmT7vm2++oXnz5ri6utKiRQu2bt2qdw6Yrx+vrI1fu3YNBwcH6tSpo3289957eudER0cTEBCAu7s7wcHBfPfddwAcP36cbt264eXlhY+PD4MGDSI7O1uvnBKjR4+mWbNmNGzYkNDQUBITE7WvJSYmEhISgq+vLwMGDDA4CyA1NRU/P79y++1Jkybh7e1NWlqa3uU/evSIUaNGERgYiIeHR5m+6MGDB0ycOJH69evj5eVFp06d9M4qkZaWRkBAABMmTABAo9GwbNky2rZtS5MmTRg7diz37t0zOGfnzp28/vrrtGnThq5du3L69GnOnj3LiBEjeOmll2jXrh2TJ08mNzfX4KyS7TRu3DgAjh49Sr169QgICNA+vv76a73LN+U+cP/+/cyfP59Ro0axevVqndcuXrzI7NmzGT16NEuXLuXWrVtl/v/79+8zadIkFi9erHf9xP8Ok12RGj16NC4uLly/fp28vDw6duzI8uXLGT16tFFzYmJiWLVqFSqViosXL9KuXTuaNWtGixYtDC7b3d2dqVOnsmfPHgoKCrTP9+vXj379+mn/vXbtWhYuXEizZs2MmgMwatQoioqKOH36NDVr1uSHH37QrzLlKCoq4o033iAqKoodO3Zw6NAhevbsyfHjx/Hz8zNaDsDu3buZNm0aiYmJvPDCCwYdVFYmLy9P+9/5+fl4eHjQq1cvo5Rdejs9fPiwzOvZ2dlUq2acr9TYsWNJSEhApVLx008/0aNHD4KCgvDx8eGTTz7B09MTtVrNp59+SlRUlN6DnDFjxhAfH6/N6dmzJ0FBQTRp0gR4cgCQlJSEq6urQfUpKirCw8ODbdu24enpyXfffceQIUM4cuQI3t7eAFy9epUtW7bg5uZmUFZFdXJycgLgp59+Msp2Kioqom7duvz73//Gw8OD3bt3ExERQXJyMunp6cTGxvLtt9/SoEEDpk2bRmRkJP/+97/1ynJ3dycmJobdu3frtD13d3cSExPx9vZGrVazYsUKBg0axMmTJ/XOqayNX716lU2bNhm8jSrKycrKIiIigi+++ILw8HB27drFwIEDSUlJoXbt2gZnmbIfr6yNl0hPTze47ZXk7NixA09PT3bt2sXgwYM5duwYeXl5DB06lFdeeYVq1aoxceJE3nrrLTZv3qx33qhRo1iyZAkqlYqff/6ZXr16ERgYSH5+PgsXLuSrr76iXr16vP3224wcOZJvvvnGoPrNmjWLxo0bl3n+xIkTpKenG1Q2/N/3tvR2Gjp0KIcPH8bb25tx48ZRVFTE8ePHcXJy4scffzQ4c/bs2Tp12rx5M1u2bOGLL77AwcGBCRMm8O677xp0YH7s2DHef/99Fi1aRGBgIDdv3gTg8uXLvPHGG7Rp0wZLS0sWLVrEO++8w7/+9S+D6vT2229r9xMlXF1dOXbsmEHlljDlPtDR0ZHOnTuTkpLC48ePtc/n5+dr+9DGjRuTlJTEqlWrmDp1qs7/X9IHajQao9RV/LmZ9IpU7969sba2xs3NjQ4dOpCSkmL0nEaNGqFSqYD/W8LxypUrRim7R48edOvWjZo1a1b6vvXr19O/f3+9L41WlHPp0iW2bdvGhx9+iIuLC5aWljRv3lyvjPJcvHiRGzduMHbsWCwtLWnXrh3BwcGsX7/eaBkl5syZw8yZM3nxxRexsLCgbt261K1b1+g5pW3atInatWsTGhpqlPKetT0Yw/PPP1+mXaelpeHg4ICXlxcKhQKNRoOFhYVBZ2cryikRExPDrFmzUCqVhlQHW1tbpk2bhre3NxYWFnTs2BFvb2/OnDmjfc+kSZOYM2eOwVm/VSdjsbW1JSYmBi8vLywsLOjQoQNeXl6cOXOGXbt20b17d/z9/VEqlUyaNIkjR46QmpqqV1ZFbc/R0REfHx9te7C0tDSo//utNj5u3DhiY2MN3kbdu3ena9euZXIyMzNxcHCgQ4cOKBQKOnbsiK2trd6fG5ivH3+WNm4Mtra2TJ8+XZvTqVMnbU54eDg9e/bE3t6e6tWrM3z4cIMPbBs2bKj9PgHa79OePXvo0qULDRs2RKlUMm7cOI4dO2bQdy0pKQl7e3tCQkJ0ni8qKuLtt99mzpw5epddorztVPK9vXz5Mjt27CAhIQFnZ2csLS1p2rSpQXn//ve/sbe3p02bNtrn9u7dS+/evalTpw62trYMHz6cbdu2lXvy4lktX76cqKgoGjdujIWFBbVr19bu/9q3b4+dnR02Njb07dvX4DZZsp2Cg4MNKqcyptwHNmvWjKZNm2Jra6vz/H//+1/q1KlDixYtsLKyokuXLmRkZOhcab1y5QpZWVkmrfvvoeQz/qM//ohMNpAaPXo0X3zxBQ8ePCAzM5Ndu3bRoUMHk2RFR0dja2uLv78/7u7udO7c2SQ55UlPTyc5OZkBAwYYveyTJ0/i5eVFbGwsnp6etGrVyqRT7+DJlIPz588btczi4mJOnTpFbm4uDRs2xNvbmzFjxhi003gWa9euZeDAgWb78vn5+dGgQQOioqK0ZwMNMWXKFLy9vQkODsbV1ZVXXnlF+9pzzz2Hp6cn06dPN3jq4tSpU/Hx8SEkJARXV1deffVV4MnOUqlUav9tTDk5Ofz888/4+/sDT87QqlQqwsPDjVJ+RXUCaNGiBU2bNmXs2LHlTtvQV05ODleuXOH5558H0DlbWfLfhky7q4yrqysODg6MHz+eKVOmmCTjm2++QaVS0bFjR5OUD9C8eXOef/55tm3bRnFxMVu3bkWpVBIYGGiyTDBNP/50GwcIDAzE39+f6Ohoo7W9kpySdlfa4cOHy32+qqZNm0aDBg146aWXqF27trYvKq+N6zvV+N69eyxdupRZs2aVeW3VqlW0bt1a57M0lpLvrb+/P6dOncLT05MFCxZQv359goOD+fbbb/Uu+969eyQkJDB9+vQyrz392T1+/FjvQWhxcTEpKSn8+uuvdOvWjQ4dOrBw4cIyM1wATp8+TYMGDfTKgSd1io+PZ+bMmWVeu3XrFi1btiQ0NJR3332XBw8e6J0D5tsHlsjKysLDw0P7b5VKhYuLC1lZWQCo1Wo2btyocyVbCJMNpNq2bUtKSgo1a9bEx8eH5s2b0717d5NkLVu2jLt372qnppU+e2Zq69evJyQkBB8fH6OXnZmZyfnz57G3t+fKlSssXbqUyMhILl68aJTyGzZsSO3atYmLi6OwsJDdu3dz6NAhow9wfvnlFwoLC9m0aRMHDhzg1KlT/Pe//2XevHlGzSnt2rVrHDp0iEGDBpkso0StWrVITk7m8uXLHDlyhHv37jF06FCDy33vvfe4evUqSUlJvPbaazrt+ueff+bnn39mwYIFBAUFGZSzaNEirly5QlJSEp07d0apVJKfn8/8+fOJjY01tBplFBYWMmzYMN588038/Py4d+8e7777LgsXLjRaRnl1qlWrFrt27eLUqVN899135OfnEx0dbZS8wsJChg8fTr9+/fDz8+OVV15hy5YtnD9/nocPH7J48WIUCoXJTh788ssv5OTkkJCQYPAZ9PLcu3eP2bNns2TJEqOXXZqlpSX9+/dn6NChODk5MXToUP75z3+WOXNsbMbux59u47Vq1WL//v2cO3eOgwcPcu/ePZ173QzJiYiIoH///jRs2FDntXPnzrFo0SKjfIcXLFjA5cuX2bx5M506dUKpVPK3v/2NrVu3kpKSwsOHD4mPjzeojcfFxdG3b1/c3d11ns/KyiIxMVF7f5ExFRYWEhkZqd1OWVlZpKSkYG9vz8WLF3nvvfeIjo7We3CYkJBA7969y9QpLCyML7/8koyMDO7du8dHH30EoPdnd+vWLYqKitizZw+ffPIJGzdu5OLFi2XuGb98+TIff/yx9r4mfcTFxdGnT58ydWrQoAHbt2/n+PHjbNiwgXPnzjF37ly9c8B8+8ASjx49wsbGRuc5a2tr7YB037591KtXTzsdXQgw0UBKrVbTpUsXevbsyZ07d8jOziYvL49p06aZIg54sgMODQ0lIyOD5cuXmyznaYmJiSa5GgVgY2ODlZUVMTExKJVK2rZtS1hYGHv37jVK+VZWVnz11VfaCiiKVAAAIABJREFUufYJCQn06tXL6FPuSjqmkSNH4u7ujrOzM+PHj2fnzp1GzSmt5MCoXr16JssoYWdnR4sWLahWrRqurq7Ex8ezZ88eo9w8bGlpyYsvvkhWVlaZm2JtbW0ZMmQIo0aNMvjmYUtLS1q3bs2NGzdYvXo1ixcvpnfv3nh5eRlU7tPUajVRUVEolUrtQfnChQvp16+f0XdOT9fJ1taWpk2bUq1aNWrXrs2CBQs4cOAA+fn5BuWo1WpGjBiBlZWVdgGBv/3tb8TExDB48GCaNm2Kl5cXdnZ21KlTxxhVK5etrS2RkZFERESQk5Nj1LJjY2Pp37+/yQ8g9u3bx8yZM9m5cyd5eXns2rWL6Ohoo94bWh5j9uPltXE7OzuaN2+ubXtLlixh3759BvURarWayMhIlEolcXFxOq9duXKF119/nUWLFpWZJqcvS0tL7f2ta9asISwsjEmTJhEZGcmLL76Ip6cndnZ2ZQ6wn8X58+dJTk4mIiKizGtz5sxh7Nix2NvbG6MaWmq1muHDh6NUKrX3JllbW2NlZcXkyZNRKpWEhoYSGhqq18IqKSkpHD58uNyTar1796ZLly4MGDCAjh078uKLLwLofe+htbU18OS+PxcXF5ycnBg4cCDJycna96SnpzNq1CgmT56s9y0C58+f5/Dhw+Vup9q1a+Pr64uFhQWenp7ExMQYZR9vrn0gPLkC9fRgtqCgAGtra/Ly8ti/f7/JLgiIPy+TLDZx+/Zt0tPTiY6ORqVSoVKpGDx4MLNnzzbqWefyFBUVGe0eqd9y9OhRbty4Qc+ePU1SfnnTWYw9Ta1x48Y6A7OwsDCjX8VxcnLCw8ND52839XS7devWMXnyZJNmVKSkbmq12mhlFhcXlzvtQ61W8/DhQ7Kzs3FxcTE4p6ioiLS0NG3b/uyzz4AnZzyjoqIYNWqU3gvGaDQa7Q7vq6++wsrKCoCDBw+SmZmpPXt68+ZNhgwZwrhx4xg/frzR6lQRQ7aTRqNh9OjR5Obm8sUXX2jrBDBs2DDtVYeff/6ZuLg4k0xNKk2tVvPgwQOysrL0XpyhPAcOHCAzM5OPP/4YgNzcXAYOHMiECROYNGmS0XLOnj1LSEiI9kCvRYsWtGrViv3795e5sd1YjNmPV9TGn2ZoH6HRaIiOjiYnJ4dvvvlGJyc9PZ1u3boxdepU3nzzTb3Kr0xxcTHXrl0DYMiQIQwZMgR4Mnh7//33y1wZexbHjh0jIyNDe9/J/fv3KS4u5qeffuL69eucPHlSZyXUnj17Mnv2bHr06KFXHUq2U05Ojs52MuY+9z//+Q+ZmZmEhYUBT1YDLC4uplu3biQlJTFu3DjtlaHvv/8eV1dXvQdS9vb2uLq6VriPzcrKYsSIEURGRtKlSxe9MqDsdiqp008//cS2bdt03qtQKP50+8A6depw9OhR7b8fPXpEbm4uderUIS0tjTt37mjv03v8+DGFhYVMmTKFhQsXYmHx5/5Z1j/73/97MslAytnZmXr16vHRRx8xYcIE8vPzWbt2rdEuv5bIyclh3759dOnSBRsbG/bs2cPGjRt1lmc1RFFREUVFRajVaoqLiykoKKBatWraVZfWrVtHjx49qFGjhklyQkND8fT0ZPHixUyePJkTJ05w6NAho06JO3v2LH5+ftoVv7Kzs/n73/9utPJLDB48mH/961906NABKysrEhISTHYv25EjR8jMzDTaan0lSrZTcXGxznY6ffo0jo6OPPfcc/z6669MnDiRsLAwHBwc9MrJzc0lOTmZ9u3bY2Njw8GDB9m8eTMrVqzgwIED1KpVi4CAAB48eMCCBQtwcHDA19dX75zw8HCsra05dOiQNmfixIk6P1fQoUMH5syZozNHvarGjx/PpUuX+Pbbb3WmTyQlJVFYWKj9d7t27Zg3b55eS/1XVqdTp07h4OBA/fr1ycvLY8aMGdolxfU1ceJE7ZSn0nUqKCjg6tWr+Pv7k5mZyfjx4xk+fDiOjo565VTU9g4cOICzszNBQUHcv3+fd955BycnJ73vi6koZ/v27TrbKDQ0lEWLFul932tFOS1atGDp0qX88MMPNGnShDNnznDkyJEKl2KvSpap+3GouI2fPHkSBwcHGjRoQF5eHlOmTKFt27Z69xHjxo3j0qVLbN26VScnKyuLLl26EBUVVe5Vg6q6efMmhw8f5tVXX8Xa2prvv/+eLVu2sGzZMgoKCkhLS6Nhw4ZkZWUxdepUIiIi9Grj/fv3p2vXrtp/f/zxx2RkZDBv3jw0Go3OAXmrVq345JNPCAgI0LteEyZM4PLly2zZskXn8wsODsbDw4OlS5cyYcIETp48SXJyMu+++26VM/r166czaFm1ahUZGRm8++675OXlcefOHby8vPj555+ZP38+o0ePNuhgtlu3bmzcuJGQkBCqVavG+vXradu2LTk5Odppx71799a7fCi7nVauXElGRgaxsbEcOXIELy8v6taty40bN1i0aJHeP9di6n1gcXExarUatVqNRqOhsLAQCwsLmjZtyjfffMPp06cJCgpi27ZteHh44ObmRq1atXSOvU6ePMmJEyd46623ZBDyF2ey5c+//PJLJk6cyOLFi7Urwhl7fr1CoWDFihW89dZbqNVqvL29iY+Pp1u3bkYpf+HChcyfP1/77w0bNjB9+nRmzpxJQUEBmzZtMsqgrbKcL7/8kujoaOLi4vDy8mLlypV6nfGrSGJiIp9++imFhYWEhoayfft2k9xjNnPmTG7duoW/vz/W1tb07t273BtwjWHt2rVGOzAqbeHChTod6YYNG5gxYwa+vr7Mnj2b3Nxc7O3tefnll/n888/1zlEoFKxevZrJkyejVqvx9PRk7ty5dOzYkaSkJKZPn05WVhY2NjY0a9aMjRs3aqd2VDXn888/Z8qUKajVajw8PLQ5T7O0tMTBwUHve1XS09P57LPPUKlUOkvrJyQk0KdPnzJZjo6O2NnZVTmnsjpt2rSJ+fPnc/PmTWrUqMFLL72kvTdBH9evX2f16tWoVCqdK01Lly4lPDycqKgo0tLSsLOzo3///ga19wULFpTb9kp+myYzMxMbGxtatmxJUlKSXu0BKm7jT99YbmlpiZOTk17bCJ7cw1a6z9u4cSPTp09nxowZTJ8+nYEDB5KTk4OzszOTJk0yaMETc/XjlbVxCwsL5syZo2177dq145NPPtE759NPP0WlUvHcc89pn3///fe5evUqqampLFiwQOcKjr6/76RQKFizZg0xMTHa79OcOXMIDw/nzp07jBo1StvG+/btq/dCJzY2NjoDGltbW1QqFbVq1Sr3/TVr1tS7jZfeTqX3pfHx8fTp04fExETGjBlDQkICnp6eLF++XK+fA3m6TtWrV9fWKTU1laioKG7cuEHNmjUZPHiwwQsYREZGkpeXR/fu3VGpVLRv355hw4axevVqMjIyWLFiBStWrNC+v/Sy/MaoU0pKCuPHj+fOnTs4OTnRoUMHva9Wm3ofuH37dp0raP/5z3947bXX6Nq1K8OHD2fjxo189tln+Pj4aE9IWFlZ6Zz4sLGx0e4XxV+boirr4BcVFZll0XxLS0tzxJS7os2fnbF+x+i3mPMMjLl+q8EUPxhdEWPcP/UszPk7F/oe2FSVOb+3FU3NMrbq1aubJQfM1yaMOa2nMuZcErf0VTlTMmf/evfuXbPkmLN/NdfBrTFWZ31W5tpnlPzenjmYq9/btGmTWXIAhg8f/sdco7sSNjY2GlMsmGYKFy9ePKXRaFr+3n9HaXI9UgghhBBCCCGqSAZSQgghhBBCCFFF5pkHJoQQQgghhPjDMecU6f81ckVKCCGEEEIIIapIBlJCCCGEEEIIUUUykBJCCCGEEEKIKpJ7pIQQQgghhPiLkh8V1p98ckIIIYQQQghRRTKQEkIIIYQQQogqkql9QgghhBBC/EXJ8uf6kytSQgghhBBCCFFFMpASQgghhBBCiCqq0tS+4uJiU/0dvwuVSmW2LHNdNi0qKjJLjkajMUsOwKNHj8ySU62a+Wa6WltbmyXn4cOHZskB87WJGjVqmCUHQK1WmyXnf3FahbnqZGlpaZYcgNzcXLPkuLu7myUHoLCw0Cw5Tk5OZsmB/71jFQClUmmWHHP2RebaZwQGBpolR/w1yT1SQgghhBBC/AUpFApZ/twA8skJIYQQQgghRBXJQEoIIYQQQgghqkim9gkhhBBCCPEX9b94n665yBUpIYQQQgghhKgiGUgJIYQQQgghRBXJ1D4hhBBCCCH+omRqn/7kipQQQgghhBBCVJEMpIQQQgghhBCiimQgJYQQQgghhBBVZLSB1PLlywkODsbe3p5hw4Zpn//Pf/5D586dcXd3x8PDg/79+3Pjxg1jxeLo6KjzUKlUjB071mjll+enn36ievXqDBo0yCTlDxo0iDp16uDg4EDDhg1ZtWqVSXIALly4QHh4OM7Ozvj7+7NlyxaT5KSlpdG1a1dcXFzw8PBgzJgxFBUVGVzuo0ePiI6Oxt/fHzc3N9q0acN3332nfX3//v00a9YMFxcXOnXqRHp6ut5ZFbXxCxcuEBwcjJubG25ubnTq1IkLFy4YVKeRI0fSqFEj6tSpQ0hIiLZOFy9e5KWXXsLLywsvLy+6devGxYsX9c6Kjo4mKCiIBg0a0KZNG9atW1fmPXFxcbi6unLw4EGD6jRq1CgCAwPx8PAgNDSU3bt3a19/8OABEydOpH79+nh5edGpUye9s5YvX05ISAiOjo5ERUVpn9+4cSMuLi7aR61atahevTqnT5/WK2fFihW0bduWmjVrMnz4cJ3XVq9eTePGjXF1daVHjx4G93nLli2jTZs21KhRQ6ftPX78mH79+uHn54dKpTJoG4H5+vGKthE8aQtjx47F09MTNzc32rdvr3cOmO+zKy01NRU/Pz/tvujIkSOEh4cTFBREkyZNiIqKIjs722h55ujHS+o0btw4AI4ePUq9evUICAjQPr7++mu9yi7p8wIDA6lbt26Z/qHEokWLcHBwYP/+/XrX49GjR4wePZrGjRvj5eVFWFiYTtaaNWto0aIFnp6e9OrVy6B23r9/fwICAmjcuDGNGzfWactJSUmEhYURFBTEiBEjyMvL0zsHYMiQITRr1oyWLVvSsmVLXnvtNe1rt2/fZvLkybRu3Zo2bdowZcoUg7KgbBsvbdKkSXh7e5OWlmZQhjn2T+3bt9d5hIWFER8fDzypY0REBB07dqRjx46MHTuW1NRUg+r0R6RQKLCwsPhTPP6IjPZXubu7ExMTw+DBg3Wez8vLIyIigkuXLnH58mXs7OzK7DgNkZeXp31kZGRgY2NDr169jFZ+eUaNGkWrVq1MVn5MTAypqancuXOHb7/9llmzZnHq1Cmj5xQVFfHGG2/QuXNnfvnlF5YtW8aQIUO4fPmy0bNGjx6Ni4sL169f5+TJkxw6dIjly5cbXG5RURF169Zl586dZGVl8fbbb/P3v/+da9eucfPmTQYMGMCsWbO4fv06zZs3L9M+q6KiNu7u7k5iYiI3btwgMzOTLl26GDTILqnT9u3bycjIYObMmQwZMoRr167h5ubGmjVruHbtGqmpqXTq1ImhQ4fqnTVmzBhOnjzJlStXWLNmDQsXLuSHH37Qvp6WlkZSUhKurq56Z5Su07Zt20hPT2fmzJkMHTqUa9euATBu3Dh+/fVXjh8/TmpqKgsWLNA7y93dnalTp/L3v/9d5/l+/fqRm5urfSQkJFCvXj2aNWumd86UKVPKbOtDhw7xzjvvsHHjRq5fv463tzdDhgzRtzoA1KlTp9y2BxAcHMxnn32Gm5ubQRlgvn68om0ET/rXX3/9ldOnT5OZmcmiRYv0zgHzfXalzZo1i8aNG2v/7evry9q1a/nxxx85fvw4Pj4+zJgxwyhZ5urH3377bZo0aaLznKurKykpKdqHvvveoqIiPDw82LZtG9evX9fp80pcvXqVLVu2GLytSvqif//736SlpTFjxgwiIiJIT08nOTmZ2NhY1q1bx5UrV/D29iYyMtKgvNmzZ3P27FnOnj2rHbBdvnyZWbNmsWTJEo4dO4aNjQ2zZ882KAdgxowZnDx5kpMnT7Jt2zbt82PHjsXZ2Zk9e/Zw6NAhg/YZJZ5u4yVOnDhh0AnL0syxf9q9e7f28e2336JSqWjXrh0Azs7OxMbGsmPHDrZt20ZoaCjvvPOOodUSJqRQKEYpFIqTCoXikUKhWF3q+QEKhSK/1OOBQqHQKBSKFv//9XcUCkXhU++p/yyZRhtI9ejRg27dulGzZk2d5zt06MAbb7yBvb091atX56233uLo0aPGitWxadMmateuTWhoqEnKhydntR0dHXn55ZdNltGoUSNUKhXw5EyBQqHgypUrRs+5ePEiN27cYOzYsVhaWtKuXTuCg4NZv3690bPS0tLo3bs31tbWuLm50aFDB1JSUgwu19bWlhkzZuDt7Y2FhQWdOnXC29ub//73vyQlJeHv78/rr7+OtbU106dP58cff+TSpUt6ZVXUxh0dHfHx8UGhUKDRaLC0tDRoe9na2jJ9+vQydTpz5gyOjo54e3vrZF29elXvrOeff75MWyt9FjEmJoZZs2ahVCr1ziip07Rp07R16tixI15eXpw5c4bLly+zY8cOEhIScHZ2xtLSkqZNm+qdVdF2etr69evp37+/3qsVde/ena5du5bJ2blzJz179iQgIAClUklMTAyHDx82aDv16NGD7t27U6tWLZ3nlUolY8aMISQkBEtLS73LL51jjn68opxLly6xbds2PvzwQ1xcXLC0tKR58+Z655RkmeOzK5GUlIS9vT0hISHa51xcXHQO9iwtLQ0+W1/CHP14SZ2Cg4ONVmZp5fUPJX1eiUmTJjFnzhyj9EUxMTF4eXlhYWFBhw4dtH3Rrl276N69O/7+/iiVSiZNmsSRI0eMfhUiKSmJl19+mRdeeAFbW1vGjRvHd999R35+vlFzAA4fPkx2djaTJk2iRo0aWFlZ4e/vb1CZ5bVxeDJIffvtt5kzZ45B5Zcw1/6pxMGDB3F0dNSeMKhRowbu7u7a/a2FhQUZGRlGyRImkwXEAp+WflKj0azXaDR2JQ8gGrgKlJ6S8kXp92g0mmfaaZv9OllycjIBAQEmKXvt2rUMHDjQZMs43r17l3feeYe4uDiTlF9adHQ0tra2+Pv74+7uTufOnU2eCaDRaDh//rzRyx09ejRffPEFDx48IDMzk127dtGhQwej5/zyyy/8/PPP+Pv7c+HCBQIDA7Wv2draUq9ePYOm3VXG1dUVBwcHxo8fb5SpEyVycnK0dSrh6emJi4sLkydPZuLEiQaVP3XqVHx8fAgJCcHV1ZVXX30VeLKzVCqV2n8bU05ODleuXMHf359Tp07h6enJggULqF+/PsHBwXz77bdGzyyt5OzzgAEDTFK+RqMp89/GOHHwR2GqfvzkyZN4eXkRGxuLp6cnrVq1Mtl0Y1O4d+8eS5cuZdasWWVey8zMJCgoiIYNG/Lxxx8zYsQIk/0dxuzH7927R3x8PDNnzizz2q1bt2jZsiWhoaG8++67PHjwwCiZT/d5mzdvRqVSER4ebpTyn866cuUKzz//PFD+d9eQfcaSJUto1aoVffr04dixY8CT2wNK8gC8vb2xsrIyeHCdkJBASEgIAwYM4Pjx4wD88MMP+Pj4MH36dIKDg+nTpw8nTpzQO6OyNr5q1Spat25t8ECtNHPun3bs2EHHjh3LHEN27NiRV155hYSEBJPd0vF7Kxmo/tEfv0Wj0WzSaDRbgFu/8dbBwBpN6S+8nsw6kPrxxx+ZP38+8+fPN3rZ165d49ChQyZt5G+//Tb/+Mc/8PDwMFlGiWXLlnH37l0OHTpEz549tWdljKlhw4bUrl2buLg4CgsL2b17N4cOHeLhw4dGz2rbti0pKSnUrFkTHx8fmjdvTvfu3Y2aUVhYSEREBP3796dhw4bcv38fBwcHnfc4ODiY5KwfPBnE5eTkkJCQYNAVldIKCwsZNmwY/fv3x8/PT/v89evXycjIYMmSJeVOr6iKRYsWceXKFZKSkujcuTNKpZL8/Hzmz59PbGysoVUoo7CwkMjISN588038/PzIysoiJSUFe3t7Ll68yHvvvUd0dLTeVw6fxfr16wkJCcHHx8foZbdv355NmzZx7tw5Hj58yIIFC1AoFEY7yPy9mbIfz8zM5Pz589jb23PlyhWWLl1KZGSkQfcBmlNcXBx9+/bF3d29zGt169blxx9/5MyZM0yaNIkGDRoYJdPU/XhcXBx9+vQpU6cGDRqwfft2jh8/zoYNGzh37hxz5841OK+kzyvpH+7du8e7777LwoULDS67vKzhw4dr75V75ZVX2LJlC+fPn+fhw4csXrwYhUKh92c5ZcoU9u/fT3JyMv369WP48OFcu3aNBw8eUKNGDZ331qhRw6B904QJE9i1axf79++nd+/ejBw5kvT0dH755ReOHDnCCy+8wMGDBxkyZAijR4/m119/1SunojaelZVFYmIiEyZM0LsO5THX/ik7O5szZ86Ue3/uzp072blzJ+PHj9fZD4s/J4VC4Q2EAWueeqmrQqG4rVAozisUireetTyzDaSuXLlC9+7dWbJkiUmm3pUcGNWrV8/oZQOcOXOGvXv3am+0NQdLS0tCQ0PJyMgwyv1ET7OysuKrr75ix44deHp6kpCQQK9evahbt65Rc9RqNV26dKFnz57cuXOH7Oxs8vLymDZtmlEzhg0bhlKpZOnSpcCTK1B3797Ved/du3exs7MzWu7TbG1tiYyMJCIigpycHIPKUqvVREZGYmVlxZIlS8rNioiIYPjw4eTm5hqUZWlpSevWrblx4warV69m8eLF9O7dGy8vL4PKfZparWb48OEolUoWL14MgLW1NVZWVkyePBmlUkloaCihoaHs27fPqNmlJSYmmuxqVLt27ZgxYwYDBgwgICAAb29vatSoYfTv1e/B1P24jY0NVlZWxMTEoFQqadu2LWFhYezdu9foWcZ2/vx5kpOTiYiIqPR9jo6OvPHGG0RGRhplwR1T9uPnz5/n8OHD5dapdu3a+Pr6YmFhgaenJzExMezcudOgPLVaTVRUFEqlUtvnLVy4kH79+uHt7W1Q2eVljRgxAisrK9577z0A/va3v2nvp2vatCleXl7Y2dlRp04dvTKaNm2KnZ0dKpWK119/nebNm3Pw4EGqV69eZtCUn59v0L6pcePG2NraolQq6dGjB82aNeP777/H2tqaunXr8sYbb2BlZUXnzp1xc3Pjv//9b5UzKmvjc+bMYezYsdjb2+tdh4qYY/+0c+dOGjduXOG2trGxoUePHsTGxuo9CBVG4fz/74Eqeehzs+7fge81Gk3pObtfAv6ACxAJvK1QKN58lsKq6fEHVNm1a9fo1KkT06ZNM9nBy7p165g8ebJJyoYnc2fT0tK0Z7Dz8/MpLi7mwoULnDx50mS58GTesSnukYInnW/pg5SwsDCjX9W7ffs26enpREdHo1KpUKlUDB48mNmzZxvlLKNGoyE6OpqcnBw2bdqElZUVAP7+/iQmJmrfd//+fVJTU4067aA8arWaBw8ekJWVRe3atfUqQ6PRMHLkSHJzc/n666+1dSov6+HDh2RlZeHi4mLInw08aWtpaWkcPXqUGzdu8NlnnwFPpvBERUUxatQoRo8erVfZGo2GUaNGkZOTw1dffaWtU+nplyVM+SvrJXXr2bOnyTKGDx+uXcnvp59+4r333jPZlGZzMUc/bu62YEzHjh0jIyNDex/R/fv3KS4u5qeffmL79u067y0uLubmzZvk5+fj6OhocLap+vGn6/TgwQNtnUovZgBPtpNardY7q6R/yM3N1ekfDh48SGZmpnb12ps3bzJkyBDGjRvH+PHj9c4aPXo0ubm5fPHFFzr967Bhw7SrO/7888/ExcUZbZ9Rcq+Nr6+vzlXW9PR0Hj9+bNQr5CVZfn5+HDhwoMxr+qisjZcsJFV6oaCePXsye/ZsevTooXc9SjPl/mnnzp0MHDiw0veo1WoKCgrIzc3FyclJrxxhsJsajaalgWX8HdCZUqHRaErPvT+iUCjeB3oBG36rMKMNpIqKiigqKqK4uJji4mIKCgqoVq0av/zyCx07duStt94yePWbihw5coTMzEyTrtYXGRlJ3759tf+Oi4sjLS2NZcuWGTUnJyeHffv20aVLF2xsbNizZw8bN27UGRAY09mzZ/Hz80OtVrNixQqys7PLXUnLEM7OztSrV4+PPvqICRMmkJ+fz9q1awkKCjJK+WPHjuXSpUts3boVGxsb7fNdu3Zl5syZbNmyhY4dO7Jw4UICAwNp2LChXjkVtfEDBw7g7OxMUFAQ9+/f55133sHJyUlnDnxVjR8/nkuXLpGUlKRTp3379lGrVi0CAwO5f/8+c+fOxdHRUa865ebmkpycTHh4ONbW1hw6dIjNmzezYsUKJk6cqHO2vEOHDsyZM4dXXnlF7zpNmDCBy5cvs2XLFp06BQcH4+HhwdKlS5kwYQInT54kOTmZd999V6+cku2kVqt1tlO1ak+6u3Xr1tGjR48yU2uMlVNy4iMgIICMjAxGjx5NdHS0QTveitpetWrVePTokfZejsePH1NQUIBKpdLrYMlc/XhFn11oaCienp4sXryYyZMnc+LECQ4dOsS8efMMzjL1Z9e/f3+6du2q/ffHH39MRkYG8+bNY8eOHfj5+VGvXj1+/fVX5s6dS6NGjYwyiALT9eNP12nlypVkZGQQGxvLkSNH8PLyom7duty4cYNFixYZtFR9SZ/37bff6vQPSUlJFBYWav/drl075s2bZ1DWxIkTuXz5Mps3b9bJKigo4OrVq/j7+5OZmcn48eMZPny4Xtvp7t27nDlzhtatW2Npacm2bds4ceIEs2bNorCwkN69e3PixAkaNWpEQkIC4eHhel+Runv3LmeZeT61AAAgAElEQVTPnqVVq1ZYWlqyc+dOTp06xbRp03B0dGTJkiVs2bKFrl27smfPHrKzs/VarbSyNq7RaHQG0q1ateKTTz7R+wSSOfdPP/74Izdv3iyziNiJEydwcHCgQYMGFBQUsHLlSmrUqGH0q6N/BH/UpcWNTaFQhAB1gN/6rQYN8Ew7AqMNpBYsWKCzs9uwYQMzZsxAoVCQmppKbGysznzWW7d+6z6wZ7d27VqjHBhVpnr16lSvXl37bzs7O6ytrY1yFaA0hULBihUreOutt1Cr1Xh7exMfH0+3bt2MmlMiMTGRTz/9lMLCQkJDQ9m+fbtJ7sf68ssvmThxIosXL9auLFXedLWqSk9P59NPP0WlUuncc/DBBx/Qt29f1q9fz4QJExg2bBgtW7Zk9erVemdV1MYDAgKYMGECmZmZ2NjY0LJlS5KSkrC2tja4Tr6+vtrnExISUCqVTJ48maysLKytrWnRogWbNm3SK0uhUPD5558zZcoU1Go1Hh4ezJ07l44dO5Z5r6WlJQ4ODtja2updp88++wyVSqUz6IuPj6dPnz4kJiYyZswYEhIS8PT0ZPny5XrPRV+4cKHO/TsbNmxg+vTpzJw5k4KCAjZt2mSUExOLFi3SOfu6ceNGpk2bxsiRI/nHP/5BamoqdnZ2DBo0qNwbs6tiwYIFOv1nYmIiM2fOZNasWQQFBWmXie7SpQvwZPU7fc5um6sfr2wbffnll0RHRxMXF4eXlxcrV67U++RHSZ3M8dnZ2NjoHJTb2tqiUqmoVasW2dnZxMbGcuvWLezs7HjxxRf5+OOP9a7T00zVjz9dp+rVq2vrlJKSwvjx47lz5w5OTk506NCBSZMm6ZVTun8o/b1PSEigT58+Ou+1tLTE0dFR70HH9evXWb16NSqVSudK09KlSwkPDycqKoq0tDTs7Ozo378/06dP1yunsLCQ+Ph4rl69ioWFBfXr12f58uXa2w/mzp3LhAkTyMvLIzg42KBl/ouKivjggw9ITU3F0tKSevXq8cEHH2jb8YcffsjcuXOJjY2lfv36fPjhh3qd2KmsjZenZs2aeu8Hzbl/2rFjBy+99JLOMR7830Irubm52vYSFxdnkmMkYRwKhaIaT8Y2loClQqGwBoo0Gk3JyHsw8I1Go7n31P/XHTgE5AGtgDHAM335FVVZsOLRo0cGr27xLIy5FG1lzDkCN9f0FGPMuX8W5pxu8+jRI7PklFyxMIfHjx+bJccUC4dUxFw7F2MtdfssDJmqVBUVTd00BSMsUvRMzPXZmWt/ARj1R3QrU95iFaaSlZVllhxzToUqLi42S87t27fNkgPm2w+a8h7ip+k7yKqqn376ySw5ACEhIX+Oucil2Nraaho1avR7/xnP5MSJE6cqm9qnUCjeAZ7+UbY5Go3mnf8/qMoG3tBoNHuf+v82AOGACsgAlmk0mg+e5W8y35GjEEIIIYQQ4g/lz3Iv6m/RaDTvAO9U8FoBUO48XY1G80wLS5TnrzEpUgghhBBCCCGMSAZSQgghhBBCCFFFMrVPCCGEEEKIvyCFQvGXWbXPFOSTE0IIIYQQQogqkoGUEEIIIYQQQlSRDKSEEEIIIYQQoorkHikhhBBCCCH+ov5Xlj//PcgVKSGEEEIIIYSoIhlICSGEEEIIIUQVydQ+IYQQQggh/qJkap/+5IqUEEIIIYQQQlRRla5IFRYWmurv0GGukbFarTZLDkBxcbFZcm7evGmWHFdXV7PkgPk+u6KiIrPkAFhaWpolx9ra2iw5AEql0iw55vrswHx9hDn7omrVzDMR4ZdffjFLjpubm1lyAFxcXMySY2VlZZYcAHd3d7Pk/Prrr2bJMacaNWqYLcvR0dEsORqNxiw5YL5jyosXL5olByAkJMRsWeKPQa5ICSGEEEIIIUQVyT1SQgghhBBC/AUpFAosLOS6ir7kkxNCCCGEEEKIKpKBlBBCCCGEEEJUkUztE0IIIYQQ4i9Klj/Xn1yREkIIIYQQQogqkoGUEEIIIYQQQlSRTO0TQgghhBDiL0pW7dOffHJCCCGEEEIIUUVGGUg9evSI6OhoAgICcHd3Jzg4mO+++w6A48eP061bN7y8vPDx8WHQoEFkZ2frnbVs2TLatGlDjRo1GDZsmM5r+/btIygoCEdHR8LDw7l27ZpB9TJX1vLlywkJCcHR0ZGoqCjt8xs3bsTFxUX7qFWrFtWrV+f06dN6Z5VITU3F19eXsWPHArB3715ef/11AgMDadGiBVOmTCE/P1/v8iv67B4/fky/fv3w8/NDpVJx8OBBg+rx6NEjRo4cSWBgIHXr1iU0NJTdu3eXed+iRYtwcHBg//79eueMGjWKwMBAPDw8yuQ8ePCAiRMnUr9+fby8vOjUqZNBdaro+/T48WMGDhxIo0aNqFGjBt9//71BOeb47OD/2riDgwORkZHa569du4aNjQ3Ozs7ax4IFC/TOKc+FCxcIDw/H2dkZf39/tmzZYpRyly9fTnBwMPb29jpt/MKFCwQHB+Pm5oabmxudOnXiwoULBmeV9/mVNn/+fGxsbNi3b59BWSUcHR11HiqVSttfGFNqaip+fn7aso8cOUJ4eDhBQUE0adKEqKioP8U+4/fox0t8+OGHtGzZEpVKxZAhQ4xWrrn6cYCRI0fSuHFjnnvuOYKDg1m/fr32tQcPHjB16lQCAgLw9fWlR48ef4qs6OhogoKCaNCgAW3atGHdunVl3hMXF4erq6vBn+GIESMICAjAx8eHF154gbVr1wJPttXQoUNp1qwZzs7OJCcnG5Tz1ltv0ahRI+rVq0fr1q21OSdPnqRXr174+vry/PPP849//MOg7+2oUaNo2rQpfn5+hIaG6myjpKQkwsLC8PX15aX/x96dx8d47v8ff6UhwZBUCQlZ9SeRiD2niHAObY+l1FJKYxeJCoJqrUlRIXa60cWptpbTntZSSupoLam2qmJpJSRtZE9IghA0ZDLz+8OZ+RpZyMw9t6Wf5+Mxj4fMPa53rmuu+577mvu6r/z978TGxlap7H379rFgwQJefvllPvroI5Ntp0+fJjIykvDwcJYtW8aFCxeM23755RdiYmIIDw9n6dKlZtdNPFoUGUhptVpcXV2JjY0lOzubqKgoRo4cSXp6OoWFhYwePZpTp06RmJhI7dq1GT9+vNlZjRo1YubMmYwcOdLk+YKCAgYPHsy8efM4d+4cbdu2ZdiwYRbVS60sFxcXZsyYwYgRI0yeHzJkCPn5+cbH6tWr8fLyok2bNmZnGURGRtKyZUvjz0VFRURERPDLL7/w3Xffce7cORYuXGh2+RW1HUBgYCDr16/H2dnZ7PINDH1v165dZGZmEhkZyahRo0xOiM6ePcv27dstytNqtTRu3Jhdu3aRkZFBZGQko0ePNuZMmTKFS5cuceTIEVJTUy0aDFS2PwF07NiRDz/8kIYNG5qdcXuOtdsO/q+Pl9cfAM6dO0dBQQEFBQXMmjXLoqzbabVaXnjhBXr16sX58+dZs2YNo0aNIjk52eKyXVxcyu3jLi4ubN68mdzcXLKzs+nduzfDhw+3OKuy9jt79ixbt25VZJ8yKCwsND6ysrKoWbMmAwcOVKx8g6ioKJNjUdOmTdmwYQO//fYbR44cwdPTkzlz5phd/qN8HDdo1KgRkZGRjBkzRrEyDeWqcRwHmDRpEr/88gt//PEHn3zyCYsXL+bkyZMAvPbaaxQWFhIXF8eZM2eYP3/+Q5EVERHB0aNHSUlJ4dNPPzXJAUhLS2PHjh0WH8vh1mfQ8ePHSUtLY9OmTcTExHDixAkA2rdvz9q1a2nQoIHFOZMnT+bYsWOkpqayceNGYmJiOHnyJIWFhQwfPpxjx45x7NgxateuTUREhNk5kyZN4ueffyY5OZn169ezdOlSfv31V3Jzc5k0aRLz5s0jOTmZqKgoJkyYQEFBwT2X7ejoSO/evenUqZPJ80VFRaxZs4Z+/frx5ptv4unpyfvvv2/crtFoeOaZZyz6olQ8ehS5R0qj0TB79mzjzz179sTDw4MTJ07Qt29fk9eOGzfOok5o+Hbo2LFjZGdnG5/fvn07fn5+vPDCC8CtD+dGjRpx5swZmjVr9kBn3Z6Tk5NT4es2bdpEcHCwxctU7tixAwcHB9q1a2c8ab79W7eaNWvy0ksvsXLlSrMzKmo7Ozs748HV1tbW7PINNBqNyYl3jx49jH3Pw8MDgFdffZX58+czbdo0RXPc3d05ceIEN27cIDY2loSEBBwcHABo3bq1RVkV7U8eHh5MmDABsLz91Go7qLg/WNuZM2fIzc1l8uTJ2NjY0LVrV+M30JaejBnqFB8fb1InwxUcAL1ej62tLSkpKYpkVdR+U6ZMITo62ipXjAC2bt1KgwYNCAoKUrTc249FaWlpADg5OZm8xtbW1rjNHI/qcfx2AwYMAG5dFcjKylKsXLWO44BJm9vY2GBjY0NaWhq1atViz549HD9+nDp16gDQqlWrhyKrohxDmTNnziQqKoqZM2eanVFelkFaWhqtW7fm5ZdfBpR5r8qrU2pqapkrdyEhIWXO/6rCx8enTE5aWhparRYHBwe6desGwDPPPEOtWrVIS0ujfv3691R2u3btgFvtc+nSJePzx44do1GjRgQEBADw/PPPM2XKFHJzc3FxccHPzw+AuLg4s+v1oJLlz81nlXuk8vLy+OOPP8rdsX/44QezBzaVSUxMpEWLFsafNRoNTZo0sXhKzf3OMsjIyODQoUMMHTrUonKKiopYsWIFr7/+eqWv+/nnn/H29rYo634w9D1fX18Atm3bhr29Pf/85z8Vz0lJScHX15f4+Hjc3NyIiYmhSZMmBAYG8tVXXymaVdH+pCS12q483t7ePPnkk4SFhVXpm0Vz6PV6EhISrJoB0LBhQxwdHZk6dSrTp0+3Ws6WLVuwt7enR48eVsvYsGEDw4YNU/TDtqioiJUrVxIVFVVmW3Z2Ni1atMDHx4cPPvjAeCKopIf5OP6omjFjBl5eXgQFBdGwYUOeeeYZjh8/jqurK8uWLcPPz49//OMffP311w9N1owZM/D09KRTp07GHLj1JYKdnZ3xZyW89tpruLm50bFjR5MspU2fPh13d/dKc3766SeLP7NmzZpFkyZN6NKlCw0aNODpp5+mVatWNG3alD179lBaWkpsbCz29vbGQY4lcnJycHV1Nf5sb2+Pk5NTpV+MCKH4QKqkpISQkBCCg4NNvlEAOHXqFEuWLCE6OlrpWK5du4ajo6PJc46OjhQVFT3UWQabNm2iU6dOeHp6WlTO8uXLGTx4MC4uLhW+Ji4uji+//NLiqxBqKykpYezYsbz00kt4e3tTVFTEG2+8weLFixXPCQ0NNebk5OSQmJiIg4MDZ86cYenSpYSHh5OUlKRIVkX7k5LUars71atXj0OHDpGcnMyPP/5IUVERo0ePVqx8Hx8fGjRowIoVKygpKWHv3r3ExcXx559/KpZRkfPnz5OXl8fq1astukJZmaKiIubOncvy5cutUj7cuo8tLi7O4umJd1qxYkWFx6LGjRvz22+/ceLECV599VWefPJJRbPh4T6OP6qWLFnCH3/8wVdffUWvXr2ws7MjNzeXM2fOUKdOHU6cOMGiRYuIiIiweHquWllLliwhJSWFHTt2GHOuXr3KokWLFD8XWrZsGWlpaXz99df07t0be3t7Rcs3WLp0KampqezcuZPnnnuuTE5CQgIrVqxg7ty5FuXExMTw+++/s23bNmPb2draMnDgQCZMmICnpycTJkxgyZIl1KpVy6IsuHXfcM2aNU2eq1mzJsXFxRaXLR5dig6kdDodoaGh2NnZsWLFCpNtKSkpDBgwgCVLlpSZl6oEjUbDlStXTJ67cuWK8fL8w5plsHnzZou/xUxISODQoUNlbri+3bFjx4iIiOC9996jSZMmFuWpSafTERYWhp2dnfGkcvHixQwZMsQ4TU2pnHHjxmFnZ8eyZcsAqFGjBtWrV+e1117Dzs6OoKAggoKCLL7pv7L9SUlqtV15ateuTbt27ahWrRoNGzZk1apVfPvtt4qdzFavXp0vvviC2NhY3NzcWL16NQMHDqRx48aKlH83Go2G0NBQQkJCyMvLU7z86OhogoODrfo+GU7+vby8FCvTcCwKCQmp9HWPP/44L7zwAqGhoWi1WsXy4eE9jj/qbG1tad++Pbm5uXzyySfG4+vUqVOxs7MjMDCQTp06KbLAhVpZt+d8/PHHLFu2jEGDBuHu7m5xHcrL6tChAzk5Oaxfv17x8u/Myc3NNck5e/YsQ4YMYeHChXTs2FGRnNvfo7i4OBYuXMiWLVtIT09n69atvPrqq5w6dcriLHt7+zKDpuLiYmrUqGFx2Q8yw9TJh+HxIFJsIKXX6wkPDycvL4+NGzdSvXp147aMjAyef/55ZsyYwUsvvaRUpAk/Pz9+++0348/Xrl3j7NmzxmlKD2sW3LpEnpubS//+/S0uJysri44dO9KuXTs++OADdu/eTa9evYBbVwxDQkJYtmyZ4vdCWJNer2fixInk5+ezYcMGY987ePAg7733Hk2bNqVp06ZkZWUxatQoVq1aZVFOXl4en376qTHH39+/zGst3eEr25+UpFbb3StDu+l0OsXKbNmypXEBlV27dpGamsrf/vY3xcq/G51Ox/Xr160yPeTAgQOsWbMGT09PPD09ycrKYtiwYYpeodq4caPiV6MOHz5MVlYWgYGBBAQE8MEHHxAbG2s8Ft2utLSUgoICi1YRLc/Dehz/q9BqtaSlpZU7ZUvpEyq1sgw533//PevWrcPf3x9/f3+ys7MJCwvj7bffVjzL2m7PyczMZODAgUybNo0XX3xR8Zz09HQSEhJo3749rVq14rHHHqN169a0adPGohVsDRo1akRmZqbx5xs3bpCfn0+jRo0sLls8uhQbSE2ZMoWkpCT+85//mFwazcnJoXfv3oSFhd3128d7odVqKS4uprS0lNLSUoqLi9FqtfTt25eEhAS2bdtGcXExCxcupEWLFhbN0VUry5Cj0+lMcgw2btxIv379LP6mdOjQoXz//ffExsYSGxvLsGHD6NatGxs2bCApKYkRI0Ywf/58nn32WYtyoOK2g1sHJ8O3Pjdv3qS4uBi9Xm921tSpU0lKSuKzzz4z6Xs7duzg8OHDHDp0iEOHDuHi4sLq1asrXD76bl555RWSk5PL5AQGBuLq6srKlSvRarXGzKefftrsOlW0P4Gy7adW21XUH44cOUJycjI6nY4LFy4wbdo0unTpUmbKlSV+/fVXiouLuX79OitXruTcuXNlVlYzR0V1+vbbbzlx4gSlpaVcuXKF6dOnU7duXasci3bv3s3Ro0c5fPgwhw8fxsXFhbfffluxe4p+/PFHsrOzFV+tLzg4mLi4OHbv3s3u3bsZOnSo8VgUGxtLSkqKsU8sWLCA5s2bGxfwqKpH7TheWXZ5x1trlavkcSg/P5/t27dz7do1SktL2b9/P9u2baNz58506NCBxo0b89ZbbxmPGT/88AP/+Mc/Huis/Px8tm3bVm7Ol19+ycGDB9m3bx/79u3D2dmZZcuWmb3qYn5+Plu3buXq1auUlpayb98+YxaYvlclJSVmv1eGOt2Z06VLF3JzcxkwYAAhISEWL8FfUFBg8h4dOHCA7du3ExQUROvWrfn555+NV6AMq3tW5QuQ0tJSSkpK0Ol06HQ6SkpKKC0tpW3btuTk5BAfH09JSQk7d+7E1dXVOP3Y8FqdToder6ekpETxK+Xi4WNTlZ3p6tWr5b44IyOD5s2bY29vT7Vq/7cQ4JtvvsnZs2dZtGgRGo3G5P9U9vcF7OzsKty2YMGCMvOKIyMjiYqK4rvvvmPKlClkZGTw1FNP8eGHH1o0F13JrNLS0gq3RUdHs2jRIpPnZs+eTWRkJMXFxXh5ebF582a6du1619+5Kjfqr1y5kvT0dN58802mTZvGl19+aXIy3bhxY7777rty/+/dlmutrO28vb3L/L2WpKSkCtuvsvnJGRkZtGjRokzfW716dZlvxFq0aMFbb71VYTtWti9kZGTQsmXLMjmrVq3ixRdf5PTp00RERJCQkICbmxuRkZH06dOnwvIqWz2psv1p8ODBNG/enIyMDJP/c+rUqXKnd1V2ZUfJtoPK99vo6Ogyy+nPmTOHpk2bMnfuXPLz840rMS1cuLDSJZWruvLUzJkz+eijjygpKSEoKIhVq1bx//7f/7un/1tZ+y1YsKDcOvn5+TF//nyys7OpWbMmAQEBLFiwwGRhgzvd7ThcUftFRkaaPOfj48PatWuNK1qV5/b3+m7Gjx/P9evX+eSTT+75/xhU5QrcqlWrSEtL480332T9+vWsW7eOCxcuULt2bTp06MDMmTNNbgK/3d2W334Yj+N3fnlyN/PmzSuzCuXcuXOZN2/eXf/vzZs3K9ym5HH89tXR7lRQUMDYsWNJTExEp9Ph6urK2LFjjcvRnzlzhmnTppGYmIirqyuzZs0q9+rlvVAyq7KrVYachIQEk5zyru4GBASwYsUK/v73v1dYXmXHvYKCAkaPHm3McnNzIzQ01PiFUZs2bUyutMCtafzlTS2s7FhUUFDAmDFjyuQMHz6cZcuWsXTp0jL3KlX2t9lKSkrKff7ChQuEhoaavEchISHGabEfffQR69atIz8/n3r16jFq1KhKvzzavXu3yc9fffUVO3fuNHmuT58+9O3bl8TERDZv3syFCxfw8vJizJgxxtUAf/jhhzLTJQMDA00GwCEhIQ/m/LNKODg46A0rFT7o9u/fH6/X6x+oX1aRgZTSKjshe1hV9gGsJGuveGagxN+9uFdq3ehpyVWxqlJqyeC7UXKK3N2otd+q1XagXvup2feqMpCyhForXSn5t7PuRq3jeFUHUpaobCClpMoGUg8rNe/ZUOu4p+axqKKBlNLuHEhZ08M6kHrqqafu969xT7777rsHbiBlleXPhRBCCCGEEOJRJgMpIYQQQgghhKgideZ4CCGEEEIIIR44D+rS4g8DuSIlhBBCCCGEEFUkAykhhBBCCCGEqCKZ2ieEEEIIIcRfkI2NDY89JtdVzCUtJ4QQQgghhBBVJAMpIYQQQgghhKgiGUgJIYQQQgghRBXJPVJCCCGEEEL8Rcny5+aTK1JCCCGEEEIIUUUykBJCCCGEEEKIKqrS1L6LFy9a6/cwUbduXVVy1Fzu0dbWVpUcJycnVXLUpNFoVMm5efOmKjmgXt/T6XSq5ABotdpHKgfU228fxWkV9erVUyWnuLhYlRwAOzs7VXL0er0qOaBendQ6jgOUlJSoknPjxg1VckC99lOzTmr1PUdHR1VyHmaP4meQWuSKlBBCCCGEEEJUkQykhBBCCCGEEKKKZCAlhBBCCCGEEFUky58LIYQQQgjxF6XmmgGPGmk5IYQQQgghhKgiGUgJIYQQQgghRBXJ1D4hhBBCCCH+gmxsbGT5cwvIFSkhhBBCCCGEqCIZSAkhhBBCCCFEFSk+kEpNTcXb25vJkyeX2fbqq6/i4eFBWlqa2eXfuHGDCRMm0Lx5cxo1akSnTp3473//C8CZM2f4+9//jru7O+7u7jz//POcOXPG7Jzw8HB8fX1xdnamY8eOxhyA/fv306ZNG5ycnOjZsycZGRlm12nt2rV06tQJR0dHQkNDy33NokWLqFmzJvv27TM7p7Ks9PR0atasSf369Y2PmJgYs3PWrFlDx44dqVOnDmPHjjU+f/PmTYYMGYK3tzf29vYcPHjQovpU5PPPP8ff3x8HBwe8vb35/vvvLS7T0HaPP/44YWFhJtuuX7/O5MmTcXNzw9nZmWeffdainMDAQBwcHEza7ueff6ZXr164uLjg6upKcHAwubm5ZucYstSok2F/8vPzw8XFhcDAQOP+dPPmTYYNG0bz5s2pU6eORe+VWjlQcdt99tlnODk5GR/16tWjVq1aHDt2zOIsa++3d0pLS6NPnz44OTnh6upKREQEWq3W4nLVOr4aPi/8/f1p3LgxQUFB7N27F7jVdo6OjjRq1Mj4WLp0qdl1ul/v0Y0bNwgJCcHT0xMHBwfatGlDbGysYuXf6eLFi/Tv3x+NRoOHhwebN2+2uEw199sbN24wadIkWrZsibu7O126dDH2CYBt27bRvn173N3d6dChA7t27TI7a8KECbRq1YqmTZvSqVMnNm3aBMCWLVt48sknjQ8vLy9cXFw4efKk2XVS63xl3Lhx+Pn54eHhwVNPPcWGDRuM2w4ePEj79u1xdXWlb9++ZGZmmp3z8ssv4+fnh6enp0nOzZs3GT16NG3atKF+/focOnTI7AyDrKws5s2bx4gRI5g4cSI///wzACUlJSxfvpzw8HAGDRpEQkKCxVkPqscee+yheDyIFP+toqKiaNmyZZnnf/nlF4t2XgOtVkvjxo3ZvXs3WVlZREZGMmrUKNLT03F2dubTTz8lPT2d1NRUevbsyejRoy3K+eabb8jJyeH1119nxIgRpKenU1BQwNChQ4mKiiIzM5O2bdsycuRIs+vk4uLCjBkzKizj7NmzbN26FWdnZ7Mz7jXr3LlzFBQUUFBQwKxZs8zOadSoETNnziw3JzAwkPXr1ytSn/Ls3buXWbNmsW7dOgoLC9m/fz9NmjSxuFxD240YMaLMtokTJ3Lp0iWOHTtGdnY2S5YssSinvLYrLCwkJCSEpKQkkpOTqV27dpnBjzlZatRJq9Xi6upKbGws2dnZREVFMXLkSNLT0wHo2LEjH374IQ0bNjQ7Q80cqLjthgwZQn5+vvGxevVqvLy8aNOmjcVZ1t5v7zRp0iScnJzIzMzk6NGjxMXFsXbtWovLVev4augPu3btIjMz0+TzwiAjI4OcnBxycnKYPn262XW6X++RVqvFzc2NAwcOUFhYyIIFCxg8eLBFX1hWZsKECdjZ2XH+/Hk2bdrE+PHjLT7BVHO/NfS9r7/+mrS0NObMmUNISMNh/ZkAACAASURBVIixH7z88stER0eTnp7OG2+8QVhYGPn5+WZlRUREcOTIEX7//Xc+/vhjlixZwsmTJ3nhhRdISUkxPhYvXoyHh0e5505VqZMa5ytTp07l+PHjpKens3HjRhYtWsSJEye4cOECI0eOZPbs2fzxxx+0bt2akJAQs3OmTJnC8ePHSUtLY9OmTcTExHDixAkA2rdvz9q1a2nQoIHZ5RuUlpaydOlS2rVrx/r16xk3bhxvv/02OTk5APj6+jJp0iQef/xxi7PEo0nRxSZ27NiBg4MD7dq1MzmIa7VaXn/9dVauXEmPHj0sytBoNMyePdv4c8+ePfHw8ODEiRP07dvX2Nn1ej22tracPXvW7Jw5c+aUyTl+/DgXL17E19eXAQMGADB79mw8PDxISkrCx8enyln9+vUDMJ6w3mnKlClER0eXe5VP6SylVJRjZ2dHREQEALa2tlbJnj9/PpGRkXTo0AGAxo0bK1Lu7XUyHGQBkpKS2LVrF7///jsODg4AtG3b1uKc+Ph4k7br3r27yevGjx9v0VWi27OsXafK9lsPDw8mTJgAWN4n1MqBitvuTps2bSI4ONiim3nV2m/vlJaWRnh4ODVq1MDZ2Znu3buTmJhocblqHV81Go3JoKVHjx7G/tC6dWuL63G7+/UeaTQa5s2bZ/y5d+/eeHl5ER8fj6enp6JZ165dY8uWLZw6dYratWsTFBTE888/z4YNG1i8eLHZ5aq532o0GmbOnGn8uXv37ri7u3PixAkaNWqEo6Oj8bj6z3/+k1q1apGamoqTk1OVs27vr4Yb+tPT02nVqpXJ6/7zn/8waNAgs48Rap6vNGvWrEyd0tLSOHnyJM2aNaNv374ATJ8+HW9vb5KTk/H29rYoxyAtLY3WrVvz8ssvA8r0h+zsbC5evEjv3r2xsbGhRYsW+Pj4EBcXx5AhQ3juuecA+TtLomKK9YyioiJWrlxJVFRUmW3r1q2jffv2+Pr6KhVnlJeXxx9//GFStpubG05OTrz22mtMmzZNkZzz588bc06fPo2/v79xm0ajwcvLi9OnTyuSdbstW7Zgb29v8QD0Xnl7e/Pkk08SFhZGQUGBKplKKi0tJT4+nvz8fHx8fPDw8CAiIoI///zTaplHjx7F3d2d6Oho3Nzc+Nvf/sb27dutlmdw6NAh/Pz8rFK2tetk2G/L+7BUklo5FcnIyODQoUMMHTrUqjnW2m8nTZrE559/zvXr18nOzmbPnj1lBvRKUOv4Wt7nhb+/P76+voSHh3PhwgWLMyqi1rH1/PnzJCcn07x5c8XLTk5Oplq1aiYnxq1atVJ8ypOa+21eXh4pKSk0a9aMNm3a4O3tTWxsLKWlpezatQs7OzuL2nLmzJl4eXnRuXNnGjRowNNPP22yPTMzk8OHDzNo0CBLq2Jk7f3p1VdfxdXVlQ4dOtCwYUOeeeYZzpw5Y9JOGo0GT09Ps2+vAHjttddwc3OjY8eOxhw16PV6RWZQib8GxQZSK1asYPDgwbi4uJg8n5OTw+bNm3nllVeUijIqKSlh7NixBAcHmxzYMzMzycrKYvny5WZfKr8zJyQkhODgYHx8fLh27RqOjo4mr3F0dOTq1asWZ92uqKiIuXPnsnz5ckXLLU+9evU4dOgQycnJ/PjjjxQVFZk9LfJ+On/+PCUlJWzdupUDBw4QHx/P8ePHWbhwodUys7OzSUhIwMHBgZSUFFauXEloaKhFHyB389tvv7Fo0SIWLVpklfKtWac79ydrUSunMps2baJTp06KXxkwsPZ+27lzZxITE3niiSfw9PSkbdu2xm+claLW8dXwefHSSy/h7e1NvXr12L9/P6dOneLgwYMUFRWZ3JOoFDWPrSUlJQwbNowRI0ZYZRBy9epV4xVqA0dHR4qKihTLUHO/LSkpYdy4ccb7dm1tbRk8eDBhYWE4OzsTFhbGqlWr0Gg0ZmcsXryYP/74g+3bt9OrVy/s7OxMtn/xxRfGe7KUoMb+tHz5ctLT09m1axfPPfcc9vb2XLt2rUzfcHBwsChn2bJlpKWl8fXXX9O7d2/s7e3NLqsihquQO3bsQKvVcvLkSRITE7l586biWQ8yw9XFB/3xIFJkIJWQkMChQ4fKnQ87f/58Jk+eXGYHs5ROpyM0NJTq1auXO9DQaDSEhIQwbtw4s+c3G3LGjh2LnZ0dK1euNJZ95coVk9dduXKF2rVrm51TnujoaIKDg/Hw8FC03PLUrl2bdu3aUa1aNRo2bMiqVav49ttvFf2AVEPNmjWBW/P4XVxcqF+/PlOnTuWbb76xamb16tWZOXMmdnZ2dO7cmS5duvDdd99ZJS8lJYW+ffuyfPlygoKCrJJhrToZ9ls7OztWrFih0G97/3LuZvPmzVa9GmXN/Van09G7d2/69+/P5cuXOXfuHIWFhYre36PW8VWn0xEWFoadnZ3x86J27dq0bduWatWq0aBBA5YvX86+ffsUP+apdWzV6XSMGDECOzs73nnnHUXLNqhdu3a5702dOnUUKV/N/Van0/Hyyy9TvXp14yIjBw4cYN68eezYsYPz58+zc+dOJk+ezG+//WZRlq2tLe3btyc3N5dPPvnEZNuXX37Jiy++aFH5Bmqer9ja2tKhQwdyc3P56KOP0Gg0Zfp0UVGRYjk5OTmsX7/eorLKU61aNaZPn058fDyhoaHs3LmTwMBAnnjiCcWzxKNJkYHU4cOHycrKIjAwkICAAD744ANiY2Pp1asXP/74I4sWLSIgIICAgAAA+vfvb9E0Ib1ez4QJE8jPz2fjxo1Ur1693NfpdDr+/PPPSu9fuFtOeHg4eXl5bNq0yZjj6+vLqVOnjK+7du0aqampik9dPHDgAGvWrMHT0xNPT0+ysrIYNmyYKleoDCN/nU5n9Swl1a1bF1dXV5NvLqz9Lcbt0yasnZmenk7Pnj2ZNWuWVU/QrVGn2/enyvZbS6mVczc//fQTubm59O/fX7VMJffbixcvkpGRQXh4OPb29tSrV4+RI0cq9qWEWsdXvV7PxIkTyc/PZ8OGDRX2B7WOedbI0ev1jB07lvPnz/Pll19arc97e3uj1Wr5/fffjc+dPHlSkWmEau63er2eSZMmkZ+fzyeffGLM+u233wgMDKRNmzY89thjtG3blnbt2nHgwAFFcktLS03uHz9y5Ajnzp2jd+/eFpd9v85XtFotaWlpNGvWzGSK57Vr14zPK5ljDR4eHrzxxhusX7+eyMhIzp8/T9OmTa2SJR49igykgoODiYuLY/fu3ezevZuhQ4fSrVs3NmzYwP79+4mNjTVuA/jXv/5l0T0/U6dOJSkpic8//9x4BQJg3759nDx5ktLSUq5cucKsWbN4/PHHzZ4eMHnyZJKSkvjiiy9Mcvr06UNiYiLbt2+nuLiYxYsX4+/vb3aOVquluLiY0tJSSktLKS4uRqvVsnv3bo4ePcrhw4c5fPgwLi4uvP3228YbLZXMOnLkCMnJyeh0Oi5cuMC0adPo0qVLmSkBlubAraVai4uLgVtLmRYXF6PX682u051GjhzJu+++S15eHpcuXWL16tX06tXL4nINddLpdCZ1CgoKws3NjWXLlqHVavnpp5+Ii4szez53RW2XnZ1Njx49GD9+fIXL5D+odYJbi6YkJSXxn//8x2R/AmX7hFo5FbWdwcaNG+nXr58i39artd/ern79+nh5efH++++j1WopLCxkw4YNtGjRwuKyQb3jq+Hz4rPPPjPJOXr0KL///js6nY6LFy8yffp0OnfurPgxz5rvkcH48eM5ffo0O3bsKNPnlaTRaBgwYACvv/46165d44cffuCrr75i+PDhFpet1n4LMG3aNJKTk9m8ebNJVtu2bfnpp5+MV6B+/fVXfvrpJ7MGigUFBWzfvp1r165RWlrK/v372bZtG507dza+5j//+Q/PPfecIrNZ1Nif8vPz2bp1K1evXqW0tJR9+/axdetWunTpwnPPPWfsg8XFxSxbtgw/Pz+zFpooL+f2tru9P5SUlFjcH9LT07l58yY3btxgx44dXLp0iX/84x/G8g3T/LRaLTdv3lT0fOVBYGNjc9+XNX+Ylz+3qUqHyMjIuKcXr1q1irS0NN58880y2zw8PDh48GCl9wzUrVu3st8Bf39/7O3tqVbt/xYdXL16NXZ2dkRHR5OTk0ONGjVo164d8+bNK/fbdah8FZaMjAz8/PzK5Lz11lsMHjyY/fv388orr5CZmUlAQADvv/9+pVPwKltdJjo6usw9PHPmzCEyMtLkOR8fH9auXUu3bt0qLOtuKspq2rQpc+fOJT8/HwcHB7p168bChQsrXKL8bh16wYIFREdHmzwXGRlJVFQU3t7eJssPw61V4irqE1VdmaekpISpU6fy73//mxo1ajBo0CAWL15MjRo1Kv1/d5sTHR0dXeaepNmzZxMZGUliYiLh4eGcOnUKd3d35s6dW+m9JJW134IFC8p9j2xsbIiOji4zX7+yG+Tv9q23knUqLS2tcFtGRgbNmzcvsz+9+eabDB48mObNm5e5uffUqVNVntaqdM7d9tuK2q64uBgvLy82b95M165d7/p73+1qn1L7LWDSLndz4sQJpk2bxq+//oqtrS1du3Zl9erV97QM9Y0bNyrcpuTx9W79rkWLFuV+Xjz22GPMnz+fgoIC6tSpQ9euXXnjjTcqrdud97fcTsn3qCr3gqSnp+Pl5VWmju+99949XbWu6pXmixcvMmbMGPbu3Uu9evVYvHgxwcHBd/1/ld0ro/R+W1JSUmFWZmYmrVq1KpO1cuVKBg0axIcffsh7771Hfn4+9erVIyQkhIkTJ5ZbVmV9vKCggNDQUBITE9HpdLi6uhISEsKwYcMAKC4uplWrVqxbt85kcFWRyr6QUXJ/uludRo8ezalTp9DpdLi5uREWFmb8ExAHDhxgxowZZGVl0a5dO955551K7/2q6PzTkJOQkGDMCQ0NNea0adOmzN+oOnbsWIVZ+/fvr/B3APj000/Zt28fWq0WX19fxowZY7zfPzw8vMztIe+++26FS68PHDjwwbyRpxJ169bVGwaOD7rt27fH6/X6gPv9e9zOKgMpS1U2kFKSmqNbay31fb88im2n5s2larWfmlMzKzuhfVip1ffUvIm2KgMpS1R2QqYkNftdZQMpJVnjpvqKqNX3lF6MqTKVDaSUpFYfh8oHUkpSs05qXdm520BKSTKQsq4HcSD1YF4nE0IIIYQQQogHmDpfTQohhBBCCCEeOA/q0uIPA7kiJYQQQgghhBBVJAMpIYQQQgghhKgimdonhBBCCCHEX5RM7TOfXJESQgghhBBCiCqSgZQQQgghhBBCVJFM7RNCCCGEEOIvSqb2mU+uSAkhhBBCCCFEFclASgghhBBCCCGqSAZSQgghhBBCCFFFco+UEEIIIYQQf0E2NjZyj5QFqjSQqlevnrV+DxOPPabOhbKbN2+qkgNQrZo6Y1Y7OztVcoqLi1XJAfX6g1o5oN6NndWrV1clB9RrP1tbW1VyQL33Sc2+p5YaNWqokqPX61XJAfX6nk6nUyUH1KuTWv0B1Pu8LSwsVCUH1DtfqVWrlio5ABqNRpUcNfcn8dfz6H16CyGEEEIIIYSVydQ+IYQQQggh/qJkap/55IqUEEIIIYQQQlSRDKSEEEIIIYQQoopkICWEEEIIIYQQVST3SAkhhBBCCPEXJfdImU+uSAkhhBBCCCFEFclASgghhBBCCCGqSKb2CSGEEEII8RclU/vMp8gVqRs3bhAeHo6vry/Ozs507NiR//73v8bt+/fvp02bNjg5OdGzZ08yMjLMzlq7di2dOnXi8ccfJywszPj8Z599hpOTk/FRr149atWqxbFjx8yu08SJE/H398fV1ZWgoCD27t1r3H79+nWmTZtGkyZNcHd3p2fPnhbVKTAwEAcHB8aOHWt8/ueff6ZXr164uLjg6upKcHAwubm5ZueUZ/jw4TRq1AhHR0d8fHxYt26dIuVW9D7BrbabPHkybm5uODs78+yzzyqSaZCWlkafPn1wcnLC1dWViIgItFqtxeVW9D6dPn2awMBAnJ2dcXZ2pmfPnpw+fdrsnDVr1tCxY0fq1KljknPz5k2GDBmCt7c39vb2HDx40KL6lEfttrN2H3/88cdNHvb29kyePFmx8u/0+eef4+/vj4ODA97e3nz//fdWybHWfnu/cgC6deuGRqPB0dERR0dH/Pz8rJJjrT5eHrXaT622e+eddwgICMDe3p5Ro0ZZJcPAmseiTp064ejoSGhoaLmvWbRoETVr1mTfvn0W5wGkpqbSrFkzpk6dCsC7776Lv7+/8eHr68uTTz7JxYsXLc7x9vYu9xj36quv4uHhQVpamkUZ48ePp3nz5nh5edG+fXs2bNgAwNGjRxk4cCBNmzalWbNmjBkzhnPnzpmdo9a5HkBWVhZvvPEGo0aNIiIigiNHjgCQnJxMdHQ0Y8aMYezYsaxcuZJLly6ZnSMeTYoMpLRaLY0bN+abb74hJyeH119/nREjRpCenk5BQQFDhw4lKiqKzMxM2rZty8iRI83OcnFxYcaMGYwYMcLk+SFDhpCfn298rF69Gi8vL9q0aWNRnXbt2kVGRgaRkZGMHj2a9PR0AKZMmcKlS5c4cuQIqampxMTEWFSnmTNnlmmXwsJCQkJCSEpKIjk5mdq1a5cZlFhq5syZpKamcvnyZb766iuioqKIj4+3uNyK3ieAiRMncunSJY4dO0Z2djZLliyxOO92kyZNwsnJiczMTI4ePUpcXBxr1661uNyK3icXFxc2b95Mbm4u2dnZ9O7dm+HDh5ud06hRo3JzAAIDA1m/fj3Ozs5ml18ZtdvO2n28sLDQ+MjKyqJmzZoMHDhQsfJvt3fvXmbNmsW6desoLCxk//79NGnSxCpZ1tpv71eOwVtvvcXly5e5fPkyiYmJVsmwVh8vj5rtp0bbNWrUiMjISMaMGWOV8m9nzWPRjBkzKjwPOXv2LFu3blX0GDt37lxatmxp/HnChAmcOnXK+Bg3bhwdOnTgiSeesCgnKirKJMfgl19+segL7NtNnjyZY8eOkZqaysaNG4mJieHkyZMUFhYyfPhwjh07xrFjx6hduzYRERFm56h1rldaWsry5ctp27YtH330EWFhYbzzzjvk5ORw7do1nn76ad555x3effddatasabVjhXh4KTK1T6PRMGfOHOPPPXv2xMPDg+PHj3Px4kV8fX0ZMGAAALNnz8bDw4OkpCR8fHyqnNWvXz8Ajh07Rk5OToWv27RpE8HBwWZfrtRoNMyaNcv4c48ePXB3d+fEiRPcuHGD2NhYEhIScHBwAKB169Zm5cD/1Sk+Pp7s7Gzj8927dzd53fjx4xW/etO8eXPjv21sbLCxsSElJYV27dpZVG5F71NSUhK7du3i999/N7Zd27ZtLcq6U1paGuHh4dSoUQNnZ2e6d++uyIlFRe+T4WoHgF6vx9bWlpSUFItzDANNAzs7O+MHk62trdnlV0bttlOjjxts3bqVBg0aEBQUZJXy58+fT2RkJB06dACgcePGVskB6+239ytHTdbq4+V51NrP8Dl+9OhRsrKyrJpl7WPRncdXgylTphAdHa3YleudO3fi4OBA27ZtjV/E3k6v17Nt2zaLBh0AO3bswMHBgXbt2plcddJqtbz++uusXLmSHj16WJQB0KxZM+O/DX06NTXV2K4GISEh9O3b1+wctc71srOzuXjxIs899xw2Njb4+/vj4+PD999/z+DBg01e2717d+bPn29WzoNOpvaZzyqLTZw/f54//vgDX19fTp8+jb+/v3GbRqPBy8vLoqlPd5ORkcGhQ4cYOnSoYmXm5eWRkpKCr68v8fHxuLm5ERMTQ5MmTQgMDOSrr75SLKsihw4dssqUjfDwcDQaDb6+vri4uNCrVy/FMwyOHj2Ku7s70dHRuLm58be//Y3t27crmjFp0iQ+//xzrl+/TnZ2Nnv27Clzwm4NDRs2xNHRkalTpzJ9+nSr51nD/Wo7A2v1cYANGzYwbNgwq3xglJaWEh8fT35+Pj4+Pnh4eBAREcGff/6peJaBWvutmseHOXPm0LBhQzp37syBAweskqF2H1er/dRoOzXdj2PRli1bsLe3V2TAAVBUVMSqVatMvmi+0y+//MKFCxcsyiwqKmLlypVERUWV2bZu3Trat2+Pr6+v2eXfafr06bi7u9OxY0caNmzIM888U+Y1P/30k8mgyxqsca4Htwa3mZmZZZ4/ffo0rq6uimaJh5/iA6mSkhJCQkIIDg7Gx8eHa9eu4ejoaPIaR0dHrl69qnS00aZNm+jUqROenp6KlFdSUkJoaCgvvfQS3t7e5OTkkJiYiIODA2fOnGHp0qWEh4eTlJSkSF55fvvtNxYtWsSiRYsUL3vNmjVcuXKFuLg4+vfvj729veIZBtnZ2cYreSkpKaxcuZLQ0FDOnDmjWEbnzp1JTEzkiSeewNPTk7Zt21r0zdi9On/+PHl5eaxevdqiK5T30/1qO7BuH09PTycuLs6iKZeVOX/+PCUlJWzdupUDBw4QHx/P8ePHWbhwoVXyQL39Vq2cmJgYfv/9dzIyMggNDaVfv34WXdmtiNp9XI32U6vt1KT2+1RUVMTcuXNZvny5YmWuWrWKF198ERcXlwpfs2XLFnr27IlGozE7Z8WKFQwePLhMTk5ODps3b+aVV14xu+zyLF26lNTUVHbu3Mlzzz1Xpk8nJCSwYsUK5s6dq2junZQ41zPcw7hjxw60Wi0nT54kMTGRGzdumLwuPT2dLVu2MGzYMAt/a/GoUXQgpdPpGDt2LHZ2dqxcuRK4dQXqypUrJq+7cuUKtWvXVjLaxObNmxX7hkKn0zFu3Djs7OxYtmwZADVq1KB69eq89tpr2NnZERQURFBQkGI3pt4pJSWFvn37snz5cqtNS7K1tSUoKIisrCyrzgGuWbMm1atXZ+bMmdjZ2dG5c2e6dOnCd999p0j5Op2O3r17079/fy5fvsy5c+coLCw0maZpTRqNhtDQUEJCQsjLy1MlUyn3s+2s3ccNH7heXl6Klw23+jXcuvfBxcWF+vXrM3XqVL755hur5Bmotd+qkdO+fXvq1KmDvb09I0aMIDAwkNjYWEUz7lcft3b7qdF2arof71N0dDTBwcF4eHgoUl5iYiI//PBDpfeT/fnnn8TGxhqnTJojISGBQ4cOERISUmbb/PnzmTx5snEavZJsbW3p0KEDubm5rF+/3vj82bNnGTJkCAsXLqRjx46K595OiXO9atWq8eqrr3L8+HHGjRvH119/TceOHalXr57xNefOnSMmJoZRo0YpemVPPBoUG0jp9XrCw8PJy8tj06ZNVK9eHQBfX19OnTplfN21a9dITU21Wmf86aefyM3NpX///haXpdfrmThxInl5eXz66afGOt0+VdHAWvNL09PT6dmzJ7NmzVL88nV5tFqtVb/JtHbbXbx4kYyMDMLDw7G3t6devXqMHDnS6ie0t9PpdFy/fr3Sed0PovvVdmr08Y0bN1rtahRA3bp1cXV1NenLas45t/Z+q3YO3Go/vV6vaJn3+/igVvtZo+3UdD/epwMHDrBmzRo8PT3x9PQkKyuLYcOGmX2F6vDhw2RlZREUFMRTTz3FunXr+Oabb+jTp4/xNXv27MHR0dF4X6UlOYGBgQQEBPDBBx8QGxtLr169+PHHH1m0aBEBAQEEBAQA0L9/f0Wn02u1WuM9WZmZmQwcOJBp06bx4osvKpZRHiXP9Tw8PJg3bx7/+te/mDNnDnl5eTz55JMA5OfnEx0dzQsvvECXLl0sznoQ2djY8Nhjjz0UjweRYr/V5MmTSUpK4osvvjB+OwvQp08fEhMT2b59O8XFxSxevNh4M585tFotxcXF6HQ6SktLKS4uNlkSdePGjfTr1486depYXKdXXnmF5ORkPvvsM5M6BQYG4urqysqVK9FqtRw+fJhDhw7x9NNPW1Sn0tJSkzplZ2fTo0cPxo8fX+EyrZbIy8vjs88+4+rVq5SWlrJnzx4+++wzs+txu4rep6CgINzc3Fi2bBlarZaffvqJuLi4cudYm6N+/fp4eXnx/vvvo9VqKSwsZMOGDbRo0cLisit6n7799ltOnDhBaWkpV65cYfr06dStW9fs+eEV5cCtZfmLi4uBW8uhFxcXK3bCdD/aztp9HODHH38kOzvbaqv1GYwcOZJ3332XvLw8Ll26xOrVq61yP4w199v7kQO3Vlfcs2ePsV9s3ryZ77//XvF7YqzZx++kVvup1XZQ+bFJSffjWLR7926OHj3K4cOHOXz4MC4uLrz99tu8/PLLZuW89NJLHDhwgF27drFr1y6Cg4Pp2rUrH3/8sfE1W7duZcCAARZ96RIcHExcXBy7d+9m9+7dDB06lG7durFhwwb2799PbGyscRvAv/71L7Pvx8rPz2fbtm3GPr1v3z62bdtGly5dyM3NZcCAAYSEhCiyNL6a53rp6encvHmTGzdusHPnTi5dusQ//vEPLl68yIIFC+jevbvVFkESDz+bqpyEXbt2rdwXZ2Rk4Ofnh729PdWq/d9CgG+99RaDBw9m//79vPLKK2RmZhIQEMD7779f6eXzykad0dHRZe6hmD17NpGRkRQXF+Pl5cXmzZvp2rXrXetz8+bNCrdlZGTQsmXLMnUyzHk+ffo0ERERJCQk4ObmRmRkpMk3TXeqUaNGhdsWLFhQ5l6KOXPmYGNjQ3R0dJm50xcuXKiwLDs7uwq33Sk/P59BgwZx8uRJdDodHh4eTJo06Z5OaA0n8xWp7H1KTEwkPDycU6dO4e7uzty5cyud+264EnivTpw4wbRp0/j111+xtbWla9eurF69moYNG1b6/0pLSyvdXtH75Ofnx/z588nOzqZmzZoEBASwYMGCSj/0K/vgXLBgAdHR0SbPRUZGEhUVhbe3d5mVn5KSkiqcI17Vb3DMbTuokNJ9PAAAIABJREFUvP2U7ONVXbFw/PjxXL9+nU8++aRK/w+qdlWppKSEqVOn8u9//5saNWowaNAgFi9eXOm+b1CV98mS/bYqLM3R6XRVyurTpw9nzpzB1tYWHx8f5s+ff08nL1X9IsGSPl6VvmdJ+6nVdlC1Os2bN6/MqmVz585l3rx5d/2/VR1wWfI+VZYVHR1d7rEoMjLS5DkfHx/Wrl1Lt27dKiyrKn/zbvXq1aSnp7Nq1Srg1nSxzp07s3fv3nu6x+de36dVq1aRlpbGm2++WWabh4cHBw8erDSvVq1aFW4rKChgzJgxJCQkoNPpcHNzIzQ0lOHDh7Ns2TKWLl1a5v+Xt1KhQWX3hSl5rrdz585Kt2/cuJF9+/ah1Wrx9fVl9OjRODs788UXX/Dll1+WuQfs008/rbCsF1988aFb/q5evXp6pRZYsbbNmzfH6/X6gPv9e9xOkYGU0tS6fFfZQEpp93IypYSqDKQscbeBlJKqOpAy190GUkpSa9qXmpfC1Wo/ay39Xp5H8X1SS1UGA5ZQcwqbWn1PrbYD9epkrT96fD+zlPzj4Xej1vtU2UBKaZYssFEVdxtIKelhHUj17Nnzfv8a92TTpk2VDqRsbGwmAqOAFsC/9Xr9qP897wmkAtdue/kSvV6/4H/b7YG1wEDgOrBUr9evvJffSZG/IyWEEEIIIYQQ91EOEA10B2qWs/1xvV5f3jct84CmgAfgDOy3sbFJ1Ov1d70x89H7GlQIIYQQQgjxl6LX67fq9frtQMX3B5RvJLBAr9df0uv1p4EPuXVl665kICWEEEIIIYR41KXb2Nhk2djYrLexsakPYGNjUxdwAU7e9rqTQPN7KVAGUkIIIYQQQvxF2djYPBQPoL6Njc3R2x5h91jFAuBv3Jq61w6oA2z63zbDH7a9fNvrL//vNXcl90gJIYQQQgghHnQF5qzap9frrwJH//fj+f8tSpFrY2NTB7j6v+cdgOLb/l10L2XLFSkhhBBCCCHEX4VhudfH9Hr9JSAXaHXb9lZAwr0UJFekhBBCCCGE+ItS6099WJuNjU01bo1tbAFbGxubGoCWW9P5CoHfgbrAW8ABvV5vmM73KRBpY2NzFGgIhAKj7yVTrkgJIYQQQgghHnaRwJ/ATGDY//4dCTQBvuHWdL1TwA3gpdv+31wgBUgHDgLL7mXpc5ArUkIIIYQQQoiHnF6vn8etvwlVnn9X8v9uAGP+96gSGUgJIYQQQgjxF3TbinjCDDK1TwghhBBCCCGqSAZSQgghhBBCCFFFVZrap9alP51Op0qOmvR6/d1f9BB57DH1xuA3b95UJcfW1laVHFCv/dRqO1CvTmoeH9TqE4/iMU8tah5b1Xqf1OwPau231aqpdyeBWucqTk5OquQAlJSUqJalltLSUlVy/P39VckRf01yj5QQQgghhBB/UXKPlPlkap8QQgghhBBCVJEMpIQQQgghhBCiimRqnxBCCCGEEH9RMrXPfHJFSgghhBBCCCGqSAZSQgghhBBCCFFFMpASQgghhBBCiCqSe6SEEEIIIYT4i5J7pMwnV6SEEEIIIYQQoopkICWEEEIIIYQQVaTYQOq9994jKCiIunXrEhYWZrJty5YttG3bloYNG9KuXTt27txpUU7nzp154oknGDdunMm2jz/+mJYtW9KwYUP69etHbm6u2Tk3btxg4sSJ+Pv74+rqSlBQEHv37jVuv379OtOmTaNJkya4u7vTs2dPs7PWrl1Lp06dcHR0JDQ01Ph8eno6NWvWpH79+sZHTEyM2TnlGT58OI0aNcLR0REfHx/WrVunSLlr164lMDAQBwcHxo4da3z+559/plevXri4uODq6kpwcLBF75Na/Q7Uq1N50tLS6NOnD05OTri6uhIREYFWq7W4XLXaT80+vmbNGjp27EidOnVM3qebN28yZMgQvL29sbe35+DBgxbllOfzzz/H398fBwcHvL29+f777xXPUDvrUavT6dOn+ec//0n9+vXx9fVl+/btimfc7lGrk7U+M+70zjvvEBAQgL29PaNGjbJKhkG3bt3QaDQ4Ojri6OiIn5+fxWXeuHGD8PBw/Pz8cHFxITAwkP/+978AHDlyhOeffx53d3c8PT0ZPnw4586dsyhr0qRJtGzZEnd3d7p06WJyvvLpp5/Srl073NzcGDhwoNmfT3fL2bZtG+3bt8fd3Z0OHTqwa9cui+pUUfvdvHmTYcOG0bx5c+rUqWPxPjVq1CjatGlDQEAAAQEBPPfcc8ZtFy9e5LXXXqN9+/Z07NiR6dOnW5T1oLKxsXkoHg8ixQZSLi4uzJgxgxEjRpg8n5OTQ0hICDExMZw7d46FCxcyevRo8vLyzM6ZPn06w4cPN3k+Li6OefPm8dlnn5GZmYmHh4dFB1+tVkvjxo3ZtWsXGRkZREZGMnr0aNLT0wGYMmUKly5d4siRI6Smplp08mdou5EjR5a7/dy5cxQUFFBQUMCsWbPMzinPzJkzSU1N5fLly3z11VdERUURHx9vcbkuLi7MnDmzTJ0KCwsJCQkhKSmJ5ORkateuXeYEvqo5avQ7Q5YadSrPpEmTcHJyIjMzk6NHjxIXF8fatWstLlfN/VatPt6oUaNy3yeAwMBA1q9fj7Ozs0UZ5dm7dy+zZs1i3bp1FBYWsn//fpo0aaJ4jppZj1qdtFotL7zwAr169eL8+fOsWbOGUaNGkZycrGiOwaNYJ2t9ZtypUaNGREZGMmbMGMXLLs9bb73F5cuXuXz5MomJiRaXp9VqcXV1JTY2luzsbKKiohg5ciTp6ekUFhYyevRoTp06RWJiIrVr12b8+PEWZTVu3Jivv/6atLQ05syZQ0hICBkZGRw6dIjo6Gg2btxISkoKHh4eJl9mKZWTk5PDyy+/THR0NOnp6bzxxhuEhYWRn59vdlZF7QfQsWNHPvzwQxo2bGhW+XeaM2cOR48e5ejRoyYDwMmTJ1O/fn2+/fZb4uLiGD16tCJ54tGh2GITffv2BeDYsWNkZ2cbn8/OzsbR0ZHu3bsD0KNHDzQaDampqTRo0MCinJycHOPz33zzDf379zd+kzRz5kyaNm3K2bNnzfrg0mg0Jid0PXr0wN3dnRMnTnDjxg1iY2NJSEjAwcEBgNatW1c5w6Bfv37GOt3edmpo3ry58d+GEX9KSgrt2rWzqFxDneLj403qZOgHBuPHj+fZZ581O0etfgfq1ak8aWlphIeHU6NGDZydnenevbsiH/ZqtZ+afbyiLDs7OyIiIgCwtbVVPHf+/PlERkbSoUMHABo3bqx4htpZj1qdzpw5Q25uLpMnT8bGxoauXbsSGBjIpk2bmD9/vuJ5j2KdrPWZcacBAwYAcPToUbKyshQtWw0ajYbZs2cbf+7ZsyceHh6cOHHCeNw1GDdunEWzWjQaDTNnzjT+3L17d+P5yi+//ELfvn3x9fUF4NVXX6V58+akpqbi5eWlWI7hKqXhs++f//wntWrVIjU1FScnJ7PqVFH7eXh4MGHCBMA6x3KDH374gXPnzvHxxx8bcwztKISB1e+Ratu2Lc2aNWPXrl2Ulpayc+dO7Ozs8Pf3VzxLr9eX+bcSJ5sAeXl5pKSk4OvrS3x8PG5ubsTExNCkSRMCAwP56quvFMkpj7e3N08++SRhYWEUFBQoXn54eDgajQZfX19cXFzo1auX4hkVOXTokCLTKO6kZr+7kzXqNGnSJD7//HOuX79OdnY2e/bsKTOAU5La7WftPm5tpaWlxMfHk5+fj4+PDx4eHkRERPDnn38+tFmPYp3Ko9frSUhIULzcR7FOBvfzM8Na5syZQ8OGDencuTMHDhxQvPy8vDz++OMPmjVrVmbbDz/8UO7zlmSlpKQYyyzv3Oj06dOK5rRp0wZvb29iY2MpLS1l165d2NnZmQy8Lc2qqP2UsHr1ajp16sTQoUM5cuQIACdPnsTT05PZs2cTGBjIiy++yC+//GKV/Pvpfk/Xk6l9d2Fra0twcDCjR4+mbt26jB49mrfffhuNRqNozrPPPsvWrVs5deoUf/75JzExMdjY2HD9+nWLyy4pKSE0NJSXXnoJb29vcnJySExMxMHBgTNnzrB06VLCw8NJSkpSoCb/p169ehw6dIjk5GR+/PFHioqKrHJZec2aNVy5coW4uDj69++Pvb294hnl+e2331i0aBGLFi1SvGy1+t2drFWnzp07k5iYyBNPPIGnpydt27Yt862mktRqP7X6uLWdP3+ekpIStm7dyoEDB4iPj+f48eMsXLjwoc16FOvk4+NDgwYNWLFiBSUlJezdu5e4uDirDG4exToZ3K/PDGuJiYnh999/JyMjg9DQUPr160dKSopi5ZeUlBASEkJwcDA+Pj4m206dOsWSJUuIjo5WLGvcuHHG+0Gffvpptm/fTkJCAn/++SfLli3DxsbG4v5xZ46trS2DBw8mLCwMZ2dnwsLCWLVqlSKfGZW1nxJeeeUV9uzZw/79+xk0aBATJkwgIyOD8+fP8+OPP/LUU09x8OBBRo0axaRJk7h06ZLiv4N4eFl9ILVv3z4iIyP55ptvKCwsZM+ePYSHh3Py5ElFc7p27cqcOXMYOnQofn5+eHh4UKdOHYunUuh0OsaNG4ednR3Lli0DoEaNGlSvXp3XXnsNOzs7goKCCAoKYt++fUpUxah27dq0a9eOatWq0bBhQ1atWsW3335LUVGRojlw68Q5KCiIrKwsRe69uZuUlBT69u3L8uXLCQoKUrx8tfrd7axVJ51OR+/evenfvz+XL1/m3LlzFBYWKn6/3O3Uaj81+7g11axZE4AJEybg4uJC/fr1mTp1Kt98881Dm/Uo1ql69ep88cUXxMbG4ubmxurVqxk4cKBVptz9f/buPC7Kcv//+GtEQGTTXADZS1FwKUGPiug3O2Vqbi1mmutBMXFB8+SKqQmo5UJ1Uvt6Hi1H81id1JNxzMqNTMvjggYIuCAgi4BKLoQyzPz+8DfzZUdm7rlF+zwfj3k8dO7henPNfd3XfV/3fd03D2OdylN7n2FJPXr0wNHREVtbW8aNG0dwcDC7d+9WpGydTsfkyZOxsbFhzZo1FZadP3+eF154gVWrVtG7d29Fsl577TWsra15++23AXjyySeN94w+8cQTeHl54eDgQJs2bRTNOXDgAEuXLuXrr7/m8uXL7Nq1i4iICH799Vez61TT96eULl26YG9vj42NDcOHD6dr1678+OOPNGnSBHd3d1588UWsra0ZNGgQrq6unDx50iK/h3gwWXwgdfr0aXr37k1gYCCNGjUiKCiI7t27s3//fsWzpkyZwqlTp0hPT2fYsGFotVqzpljp9XqmT59Ofn4+//jHP7C2tgaodnqTGpccDRk6nc5iGVqtVtEzcdXJyMhg4MCBLFiwgFdffdUiGWq2O7Bsna5evUpmZibh4eHY2trSokULxo8fb5EDWgO1vz8DNdq4JTRv3hwPD48K/YCl+gS1sh7GOsHdg6a9e/eSl5dHXFwc6enpdO/eXfGch7FO1VFjn6E2jUZTYTqcqfR6PeHh4eTn57NlyxbjMQRAZmYmQ4cOZd68eYwaNUqRrBkzZlBQUMCnn35aIWvSpEkcO3aM1NRUhgwZQllZmcn3+tSU8+uvvxIcHEzXrl1p1KgRgYGBBAUFmTVNsrbvz5IM69/Pz6/KNttQp5eJ+0exgZRWq6WkpISysjLKysooKSlBq9USFBTE4cOHjWeyExISOHz4sMn3WhhydDpdhZySkhKSkpLQ6/VkZWUxY8YMwsPDad68ucl1ev3110lLS2Pbtm3Gs4tw98lfHh4erF27Fq1Wy88//8yhQ4f485//bFadKn93R48eJS0tDZ1Ox5UrV5gzZw59+/bF2dnZ5DqVl5+fz7Zt27h58yZlZWXs2bOHbdu2mVyP8mqqU3Z2NgMGDGDq1KkmPznoXnKUbndq1qmyli1b4uvry4cffohWq6WoqIjNmzfTuXNns8tWe7tVo43XlAV3H6lbUlIC3H2EbklJiSIHTADjx4/ngw8+ID8/n2vXrhEbG2uxe0fUynoY63T69GlKSkooLi5m7dq15OXlVXlqpVIetjpZcp9RWW3bsZIMV9wN5W/dupUff/xRkXtQZ82aRWpqKl988UWFY4icnBwGDx5MWFgYoaGhZucAzJkzh7S0NLZu3Vohq6SkhOTkZPR6PZcuXWL27NlMmTKFZs2aKZoTGBjIkSNHjFegTp8+zZEjR8y6R6qm7w+U68uvX7/OoUOHuH37Nlqtlm+++Ybjx48TEhLCn//8Z65fv87OnTuN7T0vL4+uXbuaXKeG6n7f+/Qg3yOlqU/DKy4urvHD0dHRVe4LWbhwIYsWLWLjxo3GnUnLli0JCwsjIiKixpzafqfo6OgqjxpfsGAB06ZN49lnnyU9PR0HBwfGjh3Lm2++WesTXWrrlDMzM+nSpQu2trY0bvx/Dzdct24dL7/8MmfOnGHmzJkkJSXh6elJZGQkQ4YMqbG82uaQR0VFVZk3v2jRItq1a8eSJUsoKCjAycmJp556iujo6Fof3VyfueoFBQWMGDGCU6dOodPp8Pb2ZsaMGfc0GLhz506ty5cvX15tnTQaDVFRUVXmTV+5cqXGssrKympcpmS7q+vpP0rWqb5PGkpISGDOnDmcPn0aKysr+vXrR2xsbJ2Pfq1rPSn5/TVqVPN5GSXbeG05cHc9Vb7fIDIyksWLF+Pn52d8fK5BamoqPj4+1ZZVn/VUWlrK7Nmz+ec//0mTJk0YMWIEK1eupEmTJvdcRkPLehDqVN+rl/Pnz+ejjz6itLSUkJAQ1q1bR9u2be/pZ+tqe5U9CHUqv3+rizn7jPoeBC1durTKUweXLFnC0qVL6/zZ2vYZlRUUFDBkyBBSUlKwsrKiffv2LFu27J6evFrbfUaZmZl07NixyjHEu+++y4ULF4iJiamyz6jtb0mVlpbWuCwrK4vHH3+8StbatWvp378/zz33HBcvXsTBwYHRo0ezaNEik552V1vOiBEj2LRpExs3bqSgoIAWLVoQGhrK9OnTayyvtitMtX1/I0eOpGPHjmRmZlb4mcTERLy9vastqyZXr17ltddeIz09HSsrK3x9fZkxYwbBwcHA3af0Ll++nEuXLvHoo48yb968Wp9QGRAQ0DCP9mvRqlUrveFptw3d3//+9+N6vb7b/f49ylNsIKUkpc4Q18USZ7dqotbNuGrl1HWArqT67BTNYcnHqN6vLDXXU30PMht6DqjbJoRp1JwGqlbbU7NO9RlImUPNs8lq7TPUeAKjQW0DqQeVWlP1ahtIKU0GUpbVEAdS6vSgQgghhBBCiAanoU6bexCod2pXCCGEEEIIIR4SMpASQgghhBBCiHqSgZQQQgghhBBC1JPcIyWEEEIIIcQflNwjZTq5IiWEEEIIIYQQ9SQDKSGEEEIIIYSoJ5naJ4QQQgghxB+UTO0znVyREkIIIYQQQoh6koGUEEIIIYQQQtSTTO0TQgghhBDiD0ij0cjUPjPUayBVUlJiqd+jAgcHB1VyGjVS74KcWllarVaVHCsrK1Vy1MxSq32rSc02/vvvv6uSY2trq0oOwK1bt1TJsbe3VyUH1GsTOp1OlRy9Xq9KDkBZWZkqOWputzdu3FAlx9HRUZUcUO9+DzXXk7W1tSo5am23oN72JIMEYUkytU8IIYQQQggh6kkGUkIIIYQQQghRT3KPlBBCCCGEEH9QMv3RdHJFSgghhBBCCCHqSQZSQgghhBBCCFFPMrVPCCGEEEKIPyiZ2mc6uSIlhBBCCCGEEPUkAykhhBBCCCGEqCcZSAkhhBBCCCFEPck9UkIIIYQQQvxByT1SplPsitSUKVMICAjA29ubP/3pT2zevNm47ODBg/To0QMPDw+GDRtGVlaWyTnr16+nV69eODo6MmnSJOP7d+7c4ZVXXsHPzw9bW1sOHjxoVn0ANmzYQO/evWnWrBlhYWEVlhUXFxMREYGnpyeurq4888wzJueoWafKzpw5Q//+/WnZsiX+/v7s3LlT8YxmzZpVeNna2hIREaF4jsHFixcZMmQIrVq1wsPDg5kzZ6LVas0q8/bt24SHhxMQEICbmxvBwcF89913wN31NGbMGDp27IijoyM//vijWVkbNmwgODgYJyenCu3hl19+YdCgQbi5ueHh4cHo0aPJzc01O6t37944OzszefJk4/sZGRnY2dnRsmVL42vFihUm59y+fZsZM2bQpUsXvLy86Nu3L99//71x+Y4dO+jRowdeXl707NmTuLg4k7M2btxISEgIzZs3r7LdfvXVVwQGBuLi4kJQUBC7du16IOpUUx8BsG/fPjp37kyzZs3o378/GRkZJudUZoltCdTvx6vbns6cOUNwcDCurq64uroycOBAzpw5Y1ZOddtSeTExMdjZ2bFv3z6Tc0C99nD79m2mTZtGp06dcHd3JyQkpEIbN1i1ahXOzs7s37/f5KzKuaGhofj4+ODk5ETXrl3ZvXu3ImXX5OzZszRt2pSxY8cqVqaafVFN+6ejR48ydOhQvLy88PHxYezYseTl5ZmcU1N7yMjIwNnZmTZt2hhfb7/9tll1mj59Op06dcLDw6NK2ysuLmbOnDk8+uijeHl5MXDgQJOzxo8fzxNPPEFQUBBBQUEMGjQIuPvddezY0fh+UFCQRY6RxINNsYHU7NmzOXnyJBkZGWzZsoWYmBgSEhK4cuUK48ePZ+HChZw7d44nnniC0NBQk3PatGnD/PnzGT9+fJVlwcHBfPzxx7i6uppTFSM3NzfmzZvHuHHjqiybPn06165d48SJE2RnZ7Nq1SqTc9SsU3larZYXX3yRQYMGcfnyZdavX8+ECRNIS0tTNKeoqMj4unTpEnZ2drz00kuKZpQ3Y8YMWrVqRVZWFseOHSM+Pp4NGzaYVaZWq8XDw4Pdu3eTnZ3N4sWLGT9+vPEgpVevXmzatAkXFxezf383N7dq20NRURGhoaGkpqaSlpaGg4NDlZ2zKVnz5s2rtu0B5OXlUVhYSGFhIQsWLDA5R6vV4u7uzjfffMPFixdZtGgRoaGhZGZmkpOTw2uvvUZUVBQZGRm89dZbhIWFUVBQYFadKm+3OTk5hIaGsmLFCvLy8oiOjmbixInk5+c3+DrV1EcUFhYycuRIli5dSl5eHoGBgYwZM8akjOpYYlsC9fvx6rLc3NzYunUrubm5ZGdnM3jwYLMOouvali5cuMD27dsVqZda7cHQ78XFxZGVlUVkZCQTJkyoMDi7cOECO3fuVHQfpdVq8fT05MCBAxQVFbF8+XJGjhzJxYsXFcuobPr06XTv3l3RMtXsi2raPxUVFTFx4kQSExNJTk7GwcGBqVOnmpVTW3sw9H85OTnMnTvXpBxDlru7O3FxcWRmZhIZGcnEiRONWbNmzeLatWscPXqU9PR0s070AURGRnL8+HGOHz/Of/7zH+P7rVu3Nr5//Phxhg8fblaOePgoNrWvQ4cOxn9rNBo0Gg0XL17k1KlTdOjQgWHDhgEwd+5c/Pz8SEtLw8/Pr945hkZsGMAY2NjYMHPmTACsrKzMqUq1WTk5Ocb3U1NTiYuL4+zZszg5OQEQGBioSI6l61ReSkoKubm5REREoNFo6NevH8HBwXz22WcsW7ZM8TyA7du307p1a0JCQixSPtw9ix4eHk6TJk1wdXXl2WefJTk52awy7e3tWbhwofH/AwcOxNvbm4SEBLy9vZk2bRqgzHoytIfjx49XaA/PPvtshc9NnTrVrCuh5bMqtz2l2dvbM3/+fOP/n332Wby8vEhISKBNmzY4Ozsb69K/f3+aNm1Keno6rVq1qneWoa+pXKfs7GycnZ2N3+OAAQOwt7cnPT2d1q1bN+g61bSedu7cSUBAAC+++CIAixcvpk2bNqSkpFTok01liW0J7k8/Xnl7MlwhB9Dr9VhZWXH+/Hmzc2ralmbNmkVUVJQiV+PVag/29vYVTqAMGDCgQr8H8Ne//pVly5YxZ84cc6pUJXfp0qXG/w8ePBhfX1+OHz+Oj4+PYjkG27Zto1mzZgQEBHDu3DnFylWzL6pp/2T4HQymTJli8tWb2trDE088YVKZ9cky9K+3b99m9+7dJCUlGY/BlM7/o5GpfaZT9GETf/3rX/Hw8KBnz564uLjw9NNPk5KSQseOHY2fsbe3x8fHh5SUFCWjVXXs2DG8vLyIiorC09OT7t27PzSXe/V6PUlJSRYrf/PmzYwZM8aiG+2MGTP4/PPPKS4uJjs7mz179lQZhJgrPz+fc+fOKXKwaqpDhw4REBBg0Qw/Pz8ee+wxwsLCKCwsVKzc/Px8zp8/T4cOHejatSt+fn7s3r2bsrIy4uLisLGxqdBvKCEwMJAOHToQFxdHWVkZu3btwsbGhk6dOilS/v2oU3JyMp07dzb+397enkcffdSsKWrlqbEt3W8uLi44Ozsze/Zss86g1+arr77C1taWAQMGWKR8A0u3B0O/5+/vD9ydvmpra0v//v0VKb8mly9fJi0tTfHtB+D69essXbqUNWvWKF52TdToi2raP/3000+K7bcqtweATp064e/vT3h4OFeuXFEkx5B1/vx5/P39OX78OJ6enqxYsYJHH32U4OBg/v3vf5tV/rp16wgODubVV1/l6NGjxvevXLlCnz59eOaZZ1i5ciXFxcXmVkU8ZBQdSK1evZqMjAzi4uJ47rnnsLW15datW8YzBgZOTk7cvHlTyWhVZWdnG8+EnD9/nrVr1zJ58uQHbnDYvn17WrduzZo1aygtLeX7778nPj6e33//3SJ5GRkZxMfHKzoHvTp9+vQhOTmZRx55BB8fHwIDA6uclTNHaWkpoaGhjB49mvbt2ytWbn38+uuvxMTEEBMTY5HyW7RowaFDh0hLS+Pw4cPcuHGDiRMnKlJ2aWkpU6ZMMd4LY2VlxciRIwkLC8PV1ZWwsDDWrVuHvb29InkGVlZWjB49mokTJ9KkperzAAAgAElEQVS8eXMmTpzI+++/r0jO/arTrVu3cHZ2rvCes7MzN27cUKR8S29LDcHly5fJz88nNjbWIme1b9y4wZIlS1i9erXiZVdmyfZQWlrKpEmTGDVqFH5+fty4cYO33nqLlStXml12Xbljxoxh3LhxFjlx9eabb/KXv/wFDw8PxcuuiaX7opr2T4mJiaxatYqoqChFcsq3hxYtWrB//34SExM5ePAgN27cqHL/njlZkydPNmbl5OSQnJyMk5MTKSkpvP3224SHh5OammpS+a+//jrfffcdBw4cYMSIEYSHh5OZmYmvry/bt2/n4MGDfPzxxyQlJZl1G4d4OCn++HMrKyt69uxJbm4uH330Efb29lU68Rs3buDg4KB0tGrs7OywtrZm/vz52NjY0KdPH/r27cvevXvv969WL9bW1nz55Zfs3r0bT09PYmNjeemll3B3d7dI3meffUbv3r3x9fW1SPkAOp2OwYMH8/zzz/Pbb7+Rl5dHUVGRWff3VC5/8uTJ2NjYqHoGs7zz588zbNgwVq9ebbEpkg4ODgQFBdG4cWNcXFxYt24dP/zwg9kHZDqdjtdeew1ra2vjjcgHDhxg6dKlfP3111y+fJldu3YRERHBr7/+qkRVjPbt20dkZCTffvstRUVF7Nmzh/DwcE6dOmVWufezTvb29ly/fr3Ce9evX8fR0dHssi29LTUk9vb2TJ48mdDQUJPvU6lJVFQUo0ePNk6FsyRLtQedTkdYWBg2NjbGAeHKlSt55ZVXLFovnU7HuHHjsLGx4W9/+5vi5SckJLB3715mzZqleNm1sWRfVNP+6fz587zwwgusWrWK3r17m51TuT04ODgQGBhI48aNad26NatXr2bfvn2K7DOmTJmCjY0N77zzDgBNmjTB2tqaN954AxsbG0JCQggJCTH5IS6PP/449vb22NjYMHz4cAIDA4mPj6dVq1a0bduWRo0a4eHhwV//+tdqH7byoDPcjvMgvBoii/0dKa1Wy8WLF+nQoUOFqWK3bt0yvv+gqu7ye0NdwXXp0qULe/fuJS8vj7i4ONLT0xW/4dZgy5YtFr8adfXqVTIzMwkPD8fW1pYWLVowfvx4vv32W7PL1uv1hIeHk5+fz5YtW7C2tlbgN66fjIwMBg4cyIIFC3j11VdVyzW0b51OZ3IZer2eGTNmUFBQwKeffmr8/n799VeCg4Pp2rUrjRo1IjAwkKCgIA4cOKDEr250+vRpevfuTWBgII0aNSIoKIju3bub9aSx+12ngICACoOzW7duceHChQpTbUxlyW2pIdLpdBQXF1e4H1YJBw4cYP369fj4+ODj48OlS5cYM2aMRa5QWaI96PV6pk+fTkFBAZs3bza28YMHD7Jx40batWtHu3btuHTpEhMmTGDdunVm18OQO2nSJC5fvsy//vUvi/S3Bw8e5OLFi/j4+NCmTRvWrFnD9u3b6datm+JZ5VmqL6pp/5SZmcnQoUOZN28eo0aNMut3r6k9VKbUPmP69Onk5+fzj3/8w5ilxjGYXq+v9n1z6iMeTooMpAoKCti+fTs3b96krKyMffv2sX37dvr27ctzzz3HmTNn+PrrrykpKeGdd94hICDApAdNwN0BWklJCWVlZZSVlVFSUmJ8HO/t27cpKSkB7j5Gt6SkpMaNoT5ZOp2uQlZISAienp688847aLVajhw5Qnx8PE8//XSDr1Nlp0+fpqSkhOLiYtauXUteXl61Tyk01+HDh8nOzrbo0/oAWrZsia+vLx9++CFarZaioiI2b95c4b4BU82aNYvU1FS++OIL7OzsKixTcj3V1B6ys7MZMGAAU6dOrfHxykplHT16lLS0NHQ6HVeuXGHOnDn07du3yrSh+pgzZw5paWls3bq1wvcXGBjIkSNHjAeAp0+f5siRIybfD1FTnYKCgjh8+LDxrG9CQgKHDx82676E+12nYcOGkZSUxI4dOygpKSE6OprOnTsrcqLKktvS/ejHK2f98MMPJCQkUFZWxvXr15k7dy7Nmzc3+burKec///kPx44d4+eff+bnn3/Gzc2N999/n9dee03xOlmiPcyePZvU1FS2bdtWoY1//fXX/Pzzzxw6dIhDhw7h5uZGbGysYn3T1KlTjccOlftbpUyePJmzZ89y4sQJTpw4wZQpUxg0aJBij1pXsy+qaf+Uk5PD4MGDCQsLM+uJyQY1tYdjx45x9uxZdDodV69eZe7cufTp08esfcbrr79OWlpalazg4GA8PDxYu3YtWq3W2A7//Oc/1zvj+vXrHDp0iNu3b6PVatm1axfHjx+nT58+/PLLL2RnZ6PX68nNzWXdunU89dRTJtdHPJw09dlBXb16tdoPFxYWGh+vqdPp8PT0JCwszHhAfuDAAebNm8elS5cICgrib3/7G15eXjXm1Dbtb/ny5VXm90ZGRrJ48WL8/Pyq/M2M1NTUGp/yU1ZWVmMO3J2SUfkelIULFxIZGUlycjLh4eEkJibi5eXFkiVLar13oLYnUClZp/qelZk/fz4fffQRpaWlhISEsG7dOtq2bVvnz9U3Z+rUqRQXF/Ppp5/W6+dMkZCQwJw5czh9+jRWVlb069eP2NjYOh9Nbjh4q05mZiYdO3bE1taWxo3/72GX7777LiNHjqRjx45kZmZW+JnExMQap73UdnZ1+fLlREdHV3hv0aJFaDQaoqKiqsyjr+2G3rq276ioqGqz2rVrx5IlSygoKMDJyYmnnnqK6OjoWh9xXNu9dVlZWTz++ONVvr+1a9cyYsQINm3axMaNGykoKKBFixaEhoYyffr0asuytbWttU7R0dHVbreLFi1i48aNfPDBB+Tn59OyZUvCwsJqfYra7du3ValTXfdG1NZHGKYmZWZm8qc//YlNmzbV+mSzRo3u/fyZqdsS1H7mVsk+r642XtP2FBAQwLJly8jOzsbOzo5u3bqxfPnyWgeKtWXVtC1FRkZWeK99+/Zs2LCh1gOyutaRku2hrn6vc+fOVdp4bGwsL7/8coXPdu7cmffee49+/fpVW1Z9phdmZGTg6+tbJXfjxo33dCXe1IH3smXLOHfuXIW/g1mb2r47ULYvqm17qm3/dOHCBWJiYqr0MTX9Lam6cmpqD40aNWLZsmUUFhbi6OhIv379eOutt2rtK2pbT5mZmXTp0qVK1rp163j55Zc5c+YMM2fOJCkpCU9PTyIjIxkyZEi1ZdV2lfnq1au89tprXLhwASsrK3x9fZk5cybBwcF88sknfPLJJ1y/fp1mzZrx5z//mVmzZtXaX/v7+z9w05NcXFz0I0eOvN+/xj15//33j+v1esteMq4nRQZSSlPr/qm6BlJKssTjy6uj1hTDB3UqY23q2ikqSa1pgUpevayLpR5SUlldAykl1TaQUpLSD6GoTX0GUuZQawqMmm1crSy11hGo1+8pcd/evVJrPam5z1Bre1Jz6ppa60np6bq1eVAHUq+88sr9/jXuyXvvvdfgBlLq9dZCCCGEEEII8ZCQgZQQQgghhBBC1FPjuj8ihBBCCCGEeBg9jLdrqEWuSAkhhBBCCCFEPclASgghhBBCCCHqSQZSQgghhBBCCFFPco+UEEIIIYQQf1Byj5Tp5IqUEEIIIYQQQtSTDKSEEEIIIYQQop5kap8QQgghhBB/UDK1z3RyRUoIIYQQQggh6kkGUkIIIYQQQghRT/Wa2mdnZ2ep36OCO3fuqJKj1+tVyQHQ6XSq5NjY2KiSo+Z3V1ZWpkpOo0bqnVdQK0ur1aqSA9CkSRNVctRcT02bNlUl52Hsix5GN2/eVCXH0dFRlRwAKysrVXLU6sdBvTau5nSogoICVXLU7B9cXV1VyXnkkUdUyXlQaTQamdpnBrkiJYQQQgghhBD1JAMpIYQQQgghhKgnGUgJIYQQQgghRD3J48+FEEIIIYT4g5J7pEwnV6SEEEIIIYQQop5kICWEEEIIIYQQ9SRT+4QQQgghhPiDUvPPijxs5JsTQgghhBBCiHqSgZQQQgghhBBC1JNiA6kNGzbQu3dvmjVrRlhYWIVlxcXFRERE4OnpiaurK88884zJObdv3yY8PJyAgADc3NwIDg7mu+++A+Do0aMMHToULy8vfHx8GDt2LHl5eSbnTJs2jY4dO9KmTRt69+5tzElJSeF//ud/8PLywsvLi6FDh5KSkmJ2nfz9/XF1daVXr17GLID9+/fTtWtXWrVqxcCBA8nMzDQ5q7IzZ87Qv39/WrZsib+/Pzt37lSsbDVyDO3O2dmZyZMnG9/PyMjAzs6Oli1bGl8rVqwwK2vjxo2EhITQvHnzKm38q6++IjAwEBcXF4KCgti1a5dZWeVZch2ptd3WlLNt2zZatWplfLVo0YKmTZty4sQJs7KCg4NxcnJi0qRJxvd/+eUXBg0ahJubGx4eHowePZrc3NwGn1Nb1pkzZwgODsbV1RVXV1cGDhzImTNnTM5Zv349vXr1wtHRsUIOwL59++jcuTPNmjWjf//+ZGRkNPgcUHc9TZ06lY4dO+Lr60uPHj3YvHkzAMeOHeOll16iXbt2dOjQgb/85S8m75vUrNP92jc1a9aswsvW1paIiAhFyla77anRvxqkp6fToUMHZs+eDcAHH3xAp06djC9/f38ee+wxrl69anbWxYsXCQgI4PXXXwdAr9ezfv16+vTpw+OPP05ERAQ3btwwuXw12960adPo0qULbdu2JTg4mM8++8y4rLi4mHnz5hEQEEC7du0YPny4yTkNmUajeSBeDZFiAyk3NzfmzZvHuHHjqiybPn06165d48SJE2RnZ7Nq1SqTc7RaLR4eHuzevZvs7GwWL17M+PHjycjIoKioiIkTJ5KYmEhycjIODg5MnTrV5Bx3d3f+85//cOnSJSIjI5kwYQIZGRm4urryj3/8g4yMDNLT0xk4cCATJ040q07u7u58++235OTk8OabbzJu3DgyMjIoLCzk1VdfZfHixWRlZREYGMj48eNNzqqc++KLLzJo0CAuX77M+vXrmTBhAmlpaYqUr0aOod3V9J3k5eVRWFhIYWEhCxYsUCSrchvPyckhNDSUFStWkJeXR3R0NBMnTiQ/P9+sPLD8OlJru60p55VXXqGgoMD4io2NxdfXl65du5qVNX/+/CptoqioiNDQUFJTU0lLS8PBwaHKwU1DzKkty83Nja1bt5Kbm0t2djaDBw9m7NixJue0adOm2pzCwkJGjhzJ0qVLycvLIzAwkDFjxjT4HFB3PUVERHDixAnS09PZsmULK1as4NSpUxQVFTF27FhOnDjBiRMncHBwYObMmQ2+Tvdr31RUVGR8Xbp0CTs7O1566SVFyla77anRvxosWbKELl26GP8/bdo0EhMTja8pU6bQs2dPHnnkEcWzduzYwc6dO/n88885fPgwJSUlvPXWWyaXr2bbmzFjBv/97385d+4cn376KStXruTUqVMAvPHGGxQVFREfH09KSgrLli0zOUc8nBR72IRhlH7ixAlycnKM76emphIXF8fZs2dxcnICIDAw0OQce3t7Fi5caPz/wIED8fb2JiEhgWHDhlX47JQpUxg4cKBFcpo1awbcPQtjZWXFhQsXTMoxZC1atKhK1smTJ7l69Sr+/v688MILACxcuBBvb29SU1Np3769yZlw98pabm4uERERaDQa+vXrZzwbo2RnYcmc8u0uOztbiV+3Rob2VTkrOzsbZ2dnnn32WQAGDBiAvb096enptG7d2qxMS68jtbbbmnIq++yzzxg9erRZZ54MWcePH6+wngzrx2Dq1KlmnQVWK6e2LMMZe/i/vuj8+fNm51Ru4zt37iQgIIAXX3wRgMWLF9OmTRtSUlLo0KFDg80pn6XGeir/OxrOoKanp1c5ix0aGlplf1UfatXpfu2bytu+fTutW7cmJCREkfLuR9uzdP8KsGvXLpycnAgMDKz2Spper2fHjh1mDeANvvnmG5ycnGjbtq0xa+/evYwYMYI2bdoAd4+/xowZw1tvvYWdnV29M9Rse9VttxcvXqRp06bs2bOHkydP4ujoCMDjjz9e7/LFw83i90gdO3YMLy8voqKi8PT0pHv37opOTcrPz+fcuXPVdnQ//fSTyR1gTTn+/v7G9zw9PWnVqhVvvPEGc+bMUSQH4PLly8asM2fO0KlTJ+Mye3t7fH19zZq+Uxu9Xk9SUpJFyr4fOX5+fjz22GOEhYVRWFhokYzAwEA6dOhAXFwcZWVl7Nq1CxsbmwrrTUlqfHeW3m6rk5mZyaFDh3j11VctmmNw6NAhAgICHoocFxcXnJ2dmT17NnPnzlW8/OTkZDp37mz8v729PY8++qji/ZBaOdVRaj3NnTsXLy8vevXqhYuLC08//XSVzxw5ckSxfVNtlG5792PftHnzZsaMGWPxaT1qtj2l+9cbN26wbt26CgOPyv773/9y5coVBgwYYHKOISs2NrbCiWYDvV5f4d937tzh4sWLZuUZWLrtzZs3D19fX0JCQozb7cmTJ/Hw8OCdd94hICCAJ598km+++UaJ6oiHiMUHUtnZ2SQlJeHk5MT58+dZu3YtkydPNuueIoPS0lJCQ0MZPXp0lbMQiYmJrFq1iqioKEVyJk2axOjRo/Hz8zO+n5WVxaVLl1i9enWFS9zmZpWv061bt3B2dq7wGWdnZ27evGl2Vvv27WndujVr1qyhtLSU77//nvj4eH7//Xezy74fOeW1aNGCQ4cOkZaWxuHDh7lx44ZZ0y9rY2VlxejRo5k4cSLNmzdn4sSJvP/++9jb25td9v347sCy221NPvvsM3r37o2Pj4/FMgx+/fVXYmJiiImJeShyLl++TH5+PrGxsTzxxBOKl19TP2TOPRD3M6cyJdfT22+/TXp6Ort27eK5557D1ta2wvKkpCTWrFnDkiVLzM6qjdJtT819k0FGRgbx8fFmTVe9V2q2PaX713Xr1vHyyy/j5uZW42e++uorBg4caPZ+KTY2lhEjRlTJ6tu3L1988QWXLl3ixo0bfPjhhwCK7KvUaHurVq3i3Llz/Pvf/2bQoEHY2NiQm5tLSkoKjo6OJCQkEBMTw8yZMxW//eF+u9/3Pck9UnWws7PD2tqa+fPnY2NjQ58+fejbty979+41q1ydTsfkyZOxsbFhzZo1FZadP3+eF154gVWrVtG7d29FcqytrVm9enWV5fb29oSGhjJlyhQKCgrMzpo0aRI2NjasXbvWWP7169crfO769es4ODiYlQVgbW3Nl19+ye7du/H09CQ2NpaXXnoJd3d3s8u+HznlOTg4EBQUROPGjXFxcWHdunX88MMPFtkp7tu3j8jISL799luKiorYs2cP4eHhxjnW5rgf3x1YbrutzdatW1W5GnX+/HmGDRvG6tWrFZsudD9zDOzt7Zk8eTKhoaGK3J9Xuezq+iHDdJcHLac8S6wnKysrevbsSW5uLh9//LHx/QsXLvDKK68QHR1Nr169FMmqjtJ1UnvfZGA4ueLr66tYmTVRs+0p2b8mJyfz008/8Ze//KXGz/z+++/s3r3bOBXOVIas6k5KjhgxgsGDB/Pqq68yYMAAevbsCYCrq6tZmWq2PSsrK3r06EFubi6ffvopTZo0wdramtmzZ2NjY0NwcDC9e/fm4MGDZuWIh4vF/yBvddObzB1V6vV6wsPDyc/P56uvvsLa2tq4LDMzk6FDhzJv3jxGjRplds60adMoKCjgX//6V4Wc8nQ6Hb///js5OTm0atXK5CxDnbZv327M8vf3Z+vWrcbP3bp1i/T09ApTDM3RpUuXCp133759LXL2T62cmhjanE6nU7zs06dP07t3b+Mc96CgILp3787+/fsVmU99P747S2y3tTly5Ai5ubk8//zzFsuAu2e4Bw4cyIIFCyw6aFMrpzKdTkdxcTE5OTlm359XXkBAAFu2bDH+/9atW1y4cEGxfkjtHANLryetVmuc2pSVlcVLL73EnDlzePnllxXPMlC6Tvdr3wSwZcsW3njjDcXKq42abU/J/vXnn3/m0qVLxgFzcXExZWVlnDt3zvj02D179uDs7Gwc3Jjql19+ITs7m759+1bIGjp0KF9//TWzZs1i1qxZAPz444+4uLiYNZC6X23PsN1WvucQLLsfFA8mxa5IabVaSkpK0Ol0lJWVUVJSglarJSQkBE9PT9555x20Wi1HjhwhPj6+2nnj92rWrFmkpqbyxRdfVLiJMScnh8GDBxMWFkZoaKjZdZo9ezapqal8/vnnFXL27dvHqVOnKCsr4/r16yxYsIBmzZqZdYNtREQEqampfPnllxWyhgwZQnJyMjt37qSkpISVK1fSqVMnxW7mPX36NCUlJRQXF7N27Vry8vKqfcJQQ80xtLuysrIK7e7o0aOkpaWh0+m4cuUKc+bMoW/fvlWmAyiRFRQUxOHDh41XoBISEjh8+LBi90hZch2ptd3WlGOwZcsWhg8frsjZ35rWU3Z2NgMGDGDq1KkVHpXf0HNqy/rhhx9ISEgw9kVz586lefPmJt9/U1POsGHDSEpKYseOHZSUlBAdHU3nzp0bfE5tWUqvp4KCAnbs2MHNmzcpKytj37597Nixg759+5Kbm8sLL7xAaGgoEyZMMDtLzbZ3v/ZNhw8fJjs7W7Gn9Rncj7Znyf511KhRHDhwgLi4OOLi4hg9ejT9+vXjk08+MX5m+/btvPDCC2YPAl555RX27dvHrl272LVrF6NGjeLJJ5/k448/pqioiIyMDPR6PWfPniUmJoYZM2bQqJHph5lqtL2CggJ27tzJrVu3KCsrY//+/ezYsYM+ffrQs2dP3N3dee+994zHFT/99BNPPvmkyXVqqO73lL0HeWqfpvzNgXX5/fffa/xwVFRUlbnYCxcuJDIykuTkZMLDw0lMTMTLy4slS5bU+sSisrKyGpdlZmbSsWNHbG1tadz4/y6ovfvuu1y4cIGYmJgqc4Br+nsdtdU9MzOTTp06VcmJjY3FxsaGqKgocnJyaNKkCUFBQSxdurTWA+faOpPMzEwCAgKqZL333nuMHDmS/fv38/rrr5OVlUW3bt348MMP8fb2rrYsGxubGnOqM3/+fD766CNKS0sJCQlh3bp1tG3btl5lWDqntvYQFRVFdHR0hfcWLVpEu3btWLJkCQUFBTg5OfHUU08RHR1d69mxuq5WRUdHV9vGFy1axMaNG/nggw/Iz8+nZcuWhIWF1fp3T2q6ulkdc7678oOV6ii53ZqaU1JSgq+vL1u3bqVfv351llXXjnn58uXVtgmNRkNUVFSV/uHKlSv3WIv7k1NbVkBAAMuWLSM7Oxs7Ozu6devG8uXLK9w0X1ltO6Ply5dXua80MjKSxYsXs3fvXmbNmkVmZiZ/+tOf2LRpk8n3symZU9c+TMn1VNvU4MLCQv7yl7+QlJSETqfD09OTyZMnM3bsWN555x3efvttmjZtWuFnavo7RXWdUFCyTrX1EUrumyrfK1aXqVOnUlxczKefflqvn4Pa+3Il215t+yZQtn+91787FhsbS0ZGBuvWrTP+XJ8+ffj+++/vaXutz6yNd999l4yMDNauXUt6ejphYWHk5ubyyCOPMH78+DpPaNe2P1ay7dV271RhYSGTJk0iOTkZnU6Hh4cHkyZNMj76PiUlhTlz5pCcnIyHhwcLFixg0KBBNZbn4uLSMI/2a+Hm5qZX4gSPGlauXHlcr9d3u9+/R3mKDaSUVFfnpJT61N1c5pyVqY/6DqQeBGq1B0tM+6tJfQZS5qhrIPUgUmtbelg11LN6plKzH7f0Qy8MLHlPWGVq9RH1HUiZQ62+XK19E9z7QMpcau4Hzb1/6l4p+QCUushAyrIa4kBKjkiEEEIIIYQQop4s/rAJIYQQQgghRMP0sM1UUJNckRJCCCGEEEKIepKBlBBCCCGEEELUk0ztE0IIIYQQ4g9KpvaZTq5ICSGEEEIIIR5oGo1mukajOabRaG5rNJpPyr3fU6PRfK/RaK5qNJoCjUbzpUajcSu3fKlGoynVaDQ3y70evZdMGUgJIYQQQgghHnQ5QBTwUaX3mwP/C/gA3sAN4ONKn/lcr9c7lHtduJdAmdonhBBCCCHEH9TDMrVPr9dvB9BoNN0Aj3Lv7y7/OY1G8zfgoBKZckVKCCGEEEII8UfRF0iq9N6Q/z/1L0mj0Uy914LkipQQQgghhBCioWup0WiOlfv//+r1+v+tTwEajaYL8CYwrNzbX3B36t9loAfwlUajKdLr9f+sqzwZSAkhhBBCCCEaukK9Xt/N1B/WaDRtgd1AhF6v/9Hwvl6vTy73scMajeZd4CVABlJCCCGEEEKIqjQazUNzj1RtNBqNN/ADsFyv12+u4+N64J6+lHoNpHQ6XX0+brLGjdUZ3925c0eVHDU1aqTObW8lJSWq5AA0adJElRw128Pt27dVyVGzc9Tr9arkqNUPqcna2vp+/woPLDXbg1p9kVrbEsDNmzdVybG1tVUlB9TbD6rJzc2t7g8pwMrKSpUcUG//dP78eVVyAFxcXFTLElVpNJrG3B3bWAFWGo2mCaAFXIB9wN/0ev3Gan5uGBAPFAHdgZnAwnvJlCtSQgghhBBCiAddJLCk3P/HAMu4e4XpUWCpRqNZalio1+sd/v8/X+HuI9NtgUvAKr1e/+m9BMpASgghhBBCiD+oh2Vqn16vXwosrWHxslp+bpSpmQ/f9W8hhBBCCCGEsDAZSAkhhBBCCCFEPclASgghhBBCCCHqSe6REkIIIYQQ4g/qYblH6n6QK1JCCCGEEEIIUU8ykBJCCCGEEEKIepKpfUIIIYQQQvxBydQ+0yl2RWrjxo306dOHRx55hClTplRY9sknn9ClSxdcXFwYPnw4ubm5Juds2LCB3r174+zszOTJk6v9TExMDHZ2duzbt8/knNu3bzNt2jQ6deqEu7s7ISEhfP/99wBkZGTg7OxMmzZtjK+3337brKzw8HD8/f1xdXWlV69efPfdd8bl+/fvp78FHjEAACAASURBVGvXrrRq1YqBAweSmZlpclZ1Pv/8czp16oSTkxN+fn78+OOPZpepVnuozlNPPYW9vT3Ozs44OzsTEBCgSLmGttesWTPCwsIqLCsuLiYiIgJPT09cXV155plnTM4xtIeAgADc3NwIDg42toejR48ydOhQvLy88PHxYezYseTl5ZmcpdZ6epjrpMZ2u379enr16oWjoyOTJk2qsGzfvn107tyZZs2a0b9/fzIyMh7YnDt37vDKK6/g5+eHra0tBw8eNDnDoCFst3fu3GHMmDF07NgRR0dHs/tYtfaDANOmTaNLly60bduW4OBgPvvsM+Oy4uJi5s2bR0BAAO3atWP48OFmZZV38eJFhgwZQqtWrfDw8GDmzJlotVrFylcjR612XlN7yMjIwM7OjpYtWxpfK1asMCursjNnztC/f39atmyJv78/O3fuVLR8A0u3h927dzN8+HB69OjBc889x4kTJwD45ZdfGDZsGD169CA0NJScnBzFMsXDQbGBlJubG3PnzmXs2LEV3o+Pj2fp0qVs27aNrKwsvL29mTBhglk58+bNY/z48dUuv3DhAtu3b8fV1dXkDACtVouHhwdxcXFkZWURGRnJhAkTKhw8ZGZmkpOTQ05ODnPnzjUry93dnW+//ZacnBzefPNNxo0bR0ZGBoWFhbz66qssXryYrKwsAgMDa6y7Kb7//nsWLFjA3//+d4qKiti/fz+PPvqo2eWq1R5q8t577/Hbb7/x22+/kZycrEiZhrY3bty4KsumT5/OtWvXOHHiBNnZ2axatcrkHEPb2717N9nZ2SxevJjx48eTkZFBUVEREydOJDExkeTkZBwcHJg6dapZdVJjPT2sdVJru23Tpg3z58+vUkZhYSEjR45k6dKl5OXlERgYyJgxYx7YHIDg4GA+/vhjs/twg4aw3QL06tWLTZs24eLiYnKGgVr7QYAZM2bw3//+l3PnzvHpp5+ycuVKTp06BcAbb7xBUVER8fHxpKSksGxZjX/v0qTcVq1akZWVxbFjx4iPj2fDhg2Kla9GjlrtvK72kJeXR2FhIYWFhSxYsMDsPAOtVsuLL77IoEGDuHz5MuvXr2fChAmkpaUplmFgyfV05MgR3n33Xd566y2OHDnCRx99hLu7O9euXeP1119n2rRpxMfH07FjR7OO9cTDSbGpfcOGDQPgxIkTFUbs3377Lc8//7zxqsD8+fNp164dFy5cMOmA3XDGy7Djq2zWrFlERUURERFhSjWM7O3tK3Q4AwYMwNvbm4SEBJ544gmzyq4ua9GiRcb/Dxw4EG9vb06ePMnVq1fx9/fnhRdeAGDhwoV4e3uTmppK+/btzc5etmwZkZGR9OzZEwB3d3ezywT12oOayre98nVKTU0lLi6Os2fP4uTkBEBgYKDJOfb29ixcuND4f0N7SEhIMH6vBlOmTGHgwIEmZ6m1nh7WOqm13dbU7+3cuZOAgABefPFFABYvXkybNm1ISUmhQ4cOD1yOjY0NM2fOBMDKyqre5daVdb+2W29vb6ZNmwYoUy+19oNAhfWr0WjQaDRcvHiRpk2bsmfPHk6ePImjoyMAjz/+uNl5BhcvXiQ8PJwmTZrg6urKs88+q9hJMbVy1GrndbUHS0lJSSE3N5eIiAg0Gg39+vUzXrVUclANll1PGzZsICwsjC5dugAYT3b861//4rHHHqN///4AvPbaazz55JOkp6fj6+urSHZDoNFoaNRIHplgKlW+Ob1eX+XflugQv/rqK2xtbRkwYIDiZefn53Pu3Dn8/f2N73Xq1Al/f3/Cw8O5cuWKYlmXL182Zp05c4ZOnToZl9nb2+Pr68uZM2fMzikrK+P48eMUFBTQvn17vL29mTlzJr///rvZZddGjfawaNEiXFxc6NOnDwcOHFC07MqOHTuGl5cXUVFReHp60r17d0WnNxjaXnUHrD/99JNJB7L3wpLr6WGsk1rbbXnJycl07ty5Qs6jjz76wOao6X5ut5Zkif3gvHnz8PX1JSQkBBcXF55++mlOnjyJh4cH77zzDgEBATz55JN88803imXOmDGDzz//nOLiYrKzs9mzZw/PPvusYuWrnXM/+fn58dhjjxEWFkZhYaFFs/R6PUlJSYqXa6n1VFZWRlJSEteuXWPw4ME888wzxMTEUFJSwvnz5/Hz8zN+tmnTpnh4eHD+/Hmzc8XDw+IDqWeeeYbt27eTmJjI77//zooVK9BoNBQXFyuac+PGDZYsWcLq1asVLRegtLSUSZMmMWrUKPz8/GjRogX79+8nMTGRgwcPcuPGjSr3E5iTFRoayujRo2nfvj23bt3C2dm5wmecnZ25efOm2VmXL1+mtLSU7du3c+DAAY4fP87JkyeJjo42u+yaqNEeVqxYwdmzZ8nMzGTy5MkMHz7coh1fdnY2SUlJODk5cf78edauXcvkyZNJSUkxu+zK7aG8xMREVq1aRVRUlNk5lVlyPf0R6mTJ7ba8mnJu3LjxQOao6X5tt5Zkqf3gqlWrOHfuHP/+978ZNGgQNjY25ObmkpKSgqOjIwkJCcTExDBz5kzFpnX16dOH5ORkHnnkEXx8fAgMDKxy9fpByrkfWrRowaFDh0hLS+Pw4cPcuHGDiRMnKlZ++/btad26NWvWrKG0tJTvv/+e+Ph4i5yMtdR6unLlClqtlh9++IGPP/6YL774gtTUVDZt2kRxcTEODg4VPu/o6MitW7fMzhUPD4sPpPr168eiRYt49dVXCQgIwNvbG0dHR8WmkBlERUUxevRovL29FS1Xp9MRFhaGjY2Ncefk4OBAYGAgjRs3pnXr1qxevZp9+/aZfVCh0+mYNGkSNjY2rF27Frh75vf69esVPnf9+vUqG7cp7OzsgLs3E7u5udGyZUtmz57Nt99+a3bZNVGjPfTo0QNHR0dsbW0ZN24cwcHB7N69W7HyK7Ozs8Pa2pr58+djY2NDnz596Nu3L3v37jWrXJ1Ox+TJk7GxsWHNmjUVlp0/f54XXniBVatW0bt3b7NyqmOp9fSw1knN7ba8mnIMU60etBw13Y/t1tIstR+Eu1PQevToQW5uLp9++ilNmjTB2tqa2bNnY2NjQ3BwML1791bkASE6nY7Bgwfz/PPP89tvv5GXl0dRUZGi9/eomXO/ODg4EBQUROPGjXFxcWHdunX88MMPip0Asba25ssvv2T37t14enoSGxvLSy+9pPjxnSXXU5MmTQAYNWoUrVq1onnz5owdO5Yff/yRpk2bVhk03bx5E3t7e7NzxcNDlal9U6ZM4dSpU6SnpzNs2DC0Wq1iT1IzOHDgAOvXr8fHxwcfHx8uXbrEmDFjzDozp9frmT59OgUFBWzevBlra+tqP2d4bKROpzMrKzw8nPz8fD777DNjlr+/P4mJicbP3bp1i/T09ApTDE3VvHlzPDw8Kjz2Uo1HYKrRHsrTaDQVpnQprfwUrvKZ5ijfHrZs2VKh7WVmZjJ06FDmzZvHqFGjzMqpjdLr6WGvk1rbbXkBAQH8+uuvFXIuXLjwwOaoSe3tVg2W2A9WptVquXjxYrXbjVL7j6tXr5KZmUl4eDi2tra0aNGC8ePHK36ST62chkKJY5XKunTpwt69e8nLyyMuLo709HS6d++uWPlg2fXk5OSEi4tLtW33scceq3CFtbi4mEuXLvHYY4+ZndvQGO5/bOivhkixgZRWq6WkpASdTkdZWRklJSXG95KSktDr9WRlZTFjxgzCw8Np3ry5WTllZWUVcv7zn/9w7Ngxfv75Z37++Wfc3Nx4//33ee2110yu0+zZs0lNTWXbtm3Gqzdwd2792bNn0el0XL16lblz59KnT58qU1/qIyIigtTUVL788ssKWUOGDCE5OZmdO3dSUlLCypUr6dSpk2LTRcaPH88HH3xAfn4+165dIzY2lkGDBpldrlrtobKioiL27NljzNu6dSs//vijInOpa6pTSEgInp6evPPOO2i1Wo4cOUJ8fDxPP/20yVmzZs0iNTWVL774okJ7yMnJYfDgwYSFhREaGmqxOlliPT2MdVJru62p3xs2bBhJSUns2LGDkpISoqOj6dy5s8n35dzvHLj7GPGSkhLg7mOiS0pKzDoR0hC2W6XrpdZ+sKCggJ07d3Lr1i3KysrYv38/O3bsoE+fPvTs2RN3d3fee+89tFotR48e5aeffuLJJ580Kau8li1b4uvry4cffohWq6WoqIjNmzdXuE9PCZbOUaud15Rz9OhR0tLS0Ol0XLlyhTlz5tC3b1+zjlUqO336NCUlJRQXF7N27Vry8vKqfUKmOSy9noYNG8Y///lPrly5wvXr19myZQt9+/blqaee4ty5c/zwww/cvn2bDz/8kHbt2j1UD5oQ5tPUZ8O9detWjR+Ojo6u8vcJFixYwLRp03j22WdJT0/HwcGBsWPH8uabb9b6pJralkVFRVW5h2fRokVERkZWeK99+/Zs2LCBp556qsay7ty5U+OyzMxMOnfujK2tLY0b/9/DDWNjY2nUqBHLli2jsLAQR0dH+vXrx1tvvVXrY21rq1NmZiYBAQFVst577z1GjhzJ/v37ef3118nKyqJbt258+OGHNU7dMFymvlelpaXMnj2bf/7znzRp0oQRI0awcuXKOssx7ABqomR7qE+dCgoKGDJkCCkpKVhZWdG+fXuWLVt2T38fprb2AHfbXkxMTIX3Fi5cSGRkJMnJyYSHh5OYmIiXlxdLliypdf52WVlZjcsyMzPp2LFjlfbw7rvvcuHCBWJiYqpMLajp7y7VdQZHyfVUW1/yoNapNkput3VduVi+fHmV+8YiIyNZvHgxe/fuZdasWWRmZvKnP/2JTZs24ePjY1KdGkKOn59flb9RlZqaWmNWbdsSNIztduTIkXTs2LHK3xJLTEystk2U//ma6qTUfvC3336rcVlhYSGTJk0iOTkZnU6Hh4cHkyZNMj76PiUlhTlz5pCcnIyHhwcLFiyo8URcixYtaq1TZQkJCcyZM4fTp09jZWVFv379iI2NVeTx8Url1HVlR8l2XltWTe2hXbt2LFmyhIKCApycnHjqqaeIjo6u9ZHr9e0P58+fz0cffURpaSkhISGsW7eOtm3b3tPP1ucKgznrqa4HCpWWlvL222+ze/dubGxs6N+/P7Nnz8bW1paff/6ZFStWkJubS+fOnXnrrbdqnbrYpUuXhnnZpBbu7u56cy46qOnNN988rtfru93v36M8xQZSSlLqsbd1qevAWUlq1am+AylT1TWQUpJadVKzPdR18KcUNS+FW3L6ZHkN9fK+OdSeAvYwUWtbUjOrroGUkmobSCmpvgOpB4GSU+QaSpZaxyqgXl9uiadE1+RBHUiZ87cb1bR48eIGN5CSB8cLIYQQQgghRD3JQEoIIYQQQggh6kkGUkIIIYQQQghRT+pNxBZCCCGEEEI0KA/jvcdqkStSQgghhBBCCFFPMpASQgghhBBCiHqSqX1CCCGEEEL8QcnUPtPJFSkhhBBCCCGEqCcZSAkhhBBCCCFEPcnUPiGEEEIIIf6ANBqNTO0zg1yREkIIIYQQQoh6koGUEEIIIYQQQtRTvab2ZWRkWOr3qOCxxx5TJUev16uSA1BWVqZKjlarVSXHyspKlRyA0tJS1bIeNo0bqzd7V62pATqdTpUcUG+7VbMvUmt7sra2ViVHzfagVp3U5OzsrEqOmn2RWm1crf5BzSw1+yK12sSNGzdUyRF/THKPlBBCCCGEEH9Qco+U6WRqnxBCCCGEEELUkwykhBBCCCGEEKKeZGqfEEIIIYQQf1Aytc90ckVKCCGEEEIIIepJBlJCCCGEEEIIUU8ykBJCCCGEEEKIepJ7pIQQQgghhPiDknukTCdXpIQQQgghhBCinhQbSE2YMIGuXbvSrVs3unXrxnPPPWdcdvXqVd544w169OhBr169mDt3rsk5GzZsIDg4GCcnJyZNmmR8/8yZMwQHB+Pq6oqrqysDBw7kzJkzJufcvn2b6dOn06lTJzw8PAgJCeH7778H4IsvvsDd3d34cnNzo1mzZiQkJJicNW3aNDp16oS7u3uFrIyMDJydnWnTpo3x9fbbb5uUo9Z3Z8jq3bs3zs7OTJ48udrPxMTEYGdnx759+xp8TvmsZs2aERYWVmFZcXExEREReHp64urqyjPPPGNyzu3btwkPDycgIAA3NzeCg4P57rvvALhz5w5jxoyhY8eOODo68uOPP5pdp+raxC+//MKgQYNwc3PDw8OD0aNHk5uba3LO+vXr6dWrF46OjhVy7ty5wyuvvIKfnx+2trYcPHjQrPpAzW0iIyMDOzs7WrZsaXytWLHC5JyNGzfSp08fHnnkEaZMmVJh2SeffEKXLl1wcXFh+PDhZn13oG6/p0bbU6vdgXrrSe3+VY0stbal6ly9epXnn38ee3t7vL292bp1q6LlG5w5c4b+/fvTsmVL/P392blzp2JlN4R9xtGjRxk6dCheXl74+PgwduxY8vLyFK/Ttm3baNWqlfHVokULmjZtyokTJ0zOKs9S6+mZZ56p8Orbty/r1q0DID09ndDQUAYMGMCAAQOIiIggPT1dkVzx8FD0itSiRYs4duwYx44dIy4uzvh+REQELVu25IcffiA+Pp6JEyeanOHm5sb8+fMZP358lfe3bt1Kbm4u2dnZDB48mLFjx5qco9VqcXd3Jy4ujszMTCIjI5k4cSIZGRm8/PLLZGdnG1+rV6/Gx8eHxx9/3OQsDw8P4uLiyMrKIjIykgkTJpCRkWH8TGZmJjk5OeTk5Jg8EFXruzOUOW/evCpZBhcuXGD79u24uro+EDnls8aNG1dl2fTp07l27RonTpwgOzubVatWmZxjaA+7d+8mOzubxYsXM378eGN76NWrF5s2bcLFxcXkDIOa2kRRURGhoaGkpqaSlpaGg4NDlQOB+mjTpk21OQDBwcF8/PHHiqwjqLtN5OXlUVhYSGFhIQsWLDArZ+7cuVW2lfj4eJYuXcq2bdvIysrC29ubCRMmmJxjyFKr31Oj7anV7gxZaqwntftXNbLU2paqM23aNGxsbLh8+TKfffYZU6dOJSkpSdEMrVbLiy++yKBBg7h8+TLr169nwoQJpKWlKVJ+Q9hnFBUVMXHiRBITE0lOTsbBwYGpU/8fe3ceF1W9/3H8NSKgDpuCAsqmJSou5VIqomWL2zXBNg33EDFww33BrVA0N7r1S69Zt5tKtmhlKZq5ZmrlgokLuAEKKJiZpIIMzO8P78xlWFRmzhyXPs/HYx4P5pzh++Y755zvOd9zvufwhuJ16tu3L7m5ucZXfHw89evXp2XLlmZnGVhzOW3ZssX4+uabb7C3t6dz584AuLm5ERsbS2JiIhs2bCAoKIhZs2ZZnHk/0mg0D8TrfmT1e6R++uknLly4wMcff4yNjQ0ATZo0Mbu8kJAQAA4cOEBmZqZxuouLCy4uLgDo9XpsbGw4ffq02TlardZkx9CtWzd8fHxISkrC19fX5LOffvopffv2NXshl5fl6+tLUlISjz/+uHkVKIda313JLMNOorQxY8YQGxvL6NGjH4ic0llZWVnG6SkpKWzYsIGTJ0/i5OQEQKtWrczO0Wq1TJ061fi+e/fuxvXB19eXqKgoAOP2ZImK1omuXbuafO6NN96w6IxpRcvJzs6OUaNGAcrU53ZZSgsODjbmlFwfNm3aRO/evQkICABg8uTJNGzYkDNnztCgQQOzstRs99RY99Ra70C95XQv2ldrZ6m1LZV27do11q5dS3JyMg4ODgQFBdGrVy9WrlzJvHnzFMs5ceIE2dnZjB49Go1GQ+fOnQkMDGT16tXMnj3b4vLvh32GYf03iIiIoHv37mZnVVSn0lavXk1oaKgiB7/WXk4GO3fuxMXFxXhS3NHREUdHR+DW9lSlShXOnz+vWJ54OCh6RSo+Pp4OHTrQr18/fvnlFwAOHz6Mn58fU6dOJTAwkFdffZVff/1VyVgT7u7uODs7Ex0dbdEQwtJycnI4ffp0mU5gRkYGe/bsoW/fvopmnTp1yiSrWbNmNGnShMjISH7//XfFskqy1ndX2tq1a7G3t6dbt25Wy1AzZ//+/fj4+BAbG4u3tzdPPPGEosNDDOtD48aNFSuzsnbv3m084HzQ+fv788gjjzBs2DAuXbpklQy9Xl/m52PHjlklC6zb7t3Ldc/a652ay0mt9lXNLGttS6mpqVStWhV/f3/jtMcee0zxK1Ll0ev1Vs+5l/uMn376yerbc0ZGBrt376Zfv35Wy7DGckpMTKRbt25lOn/dunXj2WefJT4+3uKryeLho1hHauzYsWzevJnt27fzyiuvEBUVRUZGBhcvXmTPnj08+eST7Ny5k8GDBzNy5Ej++OMPpaJNXLx4kZycHOLj4xW7mlNYWEh4eDivvfaaScMOt8YFt2/fHj8/P8Wyhg4dasxydXVl+/btJCcns3PnTvLy8kzGxCvJGt9daXl5ecycOZOFCxdapXy1cwAyMzM5evQoTk5OnD59msWLFxMeHs6JEycsLruwsJCwsDBCQ0Np1KiRAn9t5R05coS5c+cyd+7ce5KvFFdXV3bv3k1qaip79uwhLy/PomHGFXn++edZt24dycnJ3Lhxg7i4ODQaDdevX1c8y8Ba7d69XPesvd6pvZzUaF/VyrL2tvTXX38Zr9QYODs7k5eXp1gGQKNGjahTpw6LFi2isLCQLVu2sGvXLm7cuKFoTmn3ap+RnJzM/PnziY2NtTjndlavXk2HDh0UOy5SYzlduHCBpKSkcq/Wbdq0iU2bNhEdHV3mGPBhoNFoqFKlygPxuh8p9le1aNECrVaLnZ0dISEhtGzZkh9//JFq1apRr149XnrpJWxtbenRowceHh4cOnRIqegytFot4eHhhIWFkZOTY1FZxcXFREREYGdnx4IFC8rMX7NmDa+99ppFGSWzhg0bhp2dnbED4ODgQKtWrahatSp16tRh4cKFbNu2TfEdioGS3115YmNjCQ0NLTM88kHNAahevTq2trZMnjwZOzs7OnbsSKdOndi6datF5RYXFxMeHo6dnR2LFi1S6K+tnNOnTxMcHMzChQsJCgq6J3+DUhwcHGjdujVVq1bF3d2dJUuW8MMPPyi+LXXu3Jlp06bRr18/AgIC8PX1xdHRkXr16imaU5rS7d69XPfUWO/uxXKydvuqVpa1tyUHBweuXr1qMu3q1avGYVZKsbW15YsvviAxMRFvb2/i4+N5+eWXrb6t3ot9xunTp3nxxReZP38+HTp0sCjnThISEhS9GqXGctq0aRMtWrSgbt265c6vXr06ISEhxMbGWu1CgHgwWa17p9Fo0Ov1+Pv7l7lMqsYNY8XFxVy/fv22Y3jvRK/XM2LECHJycvjkk0+wtbU1mb9v3z4uXLhQZgyyJVm5ubmsXLmyTJaB4bsrLi62OLMiSnx3FdmxYwfvv/8+fn5++Pn5cf78efr376/4lSO1cuDWsMvSLF3H9Xo9kZGR5OTksGrVqgrXB2tKT0+ne/fuTJkyxapDNO4Va25LERERHD58mLNnzxIcHIxOp1NlaKRS7d69XPfUXO/uxXKyZvt6r7KU3pb8/f3R6XScPHnSOO3w4cM0bdpUkfJLatGiBVu3buXChQts2LCBs2fP8sQTTyieU5La+4yMjAx69erFpEmTFDvxW5G9e/eSnZ1N7969FS3X2stp06ZNd7wNoLi4mPz8fHJzcxXLFQ8+RTpSV69eZffu3RQUFKDT6fjuu+84cOAAQUFBPPvss1y9epWvv/6aoqIiNm/ezIULF8x+kotOpyM/P5+ioiKKiorIz89Hp9Pxww8/kJSURFFREVevXmXixInUrFnTorHAY8eOJTU1lTVr1lC9evUy8z/99FNeeOEFRc6SRUdHk5KSUiZr//79nDx5kuLiYi5fvszEiRPp2LEjzs7Olc5Q87urKGvjxo3s37+fffv2sW/fPjw9PXn33XcZPnz4fZ1TMqu4uNgkKygoCG9vbxYsWIBOp2Pv3r3s2rWL5557zuysMWPGkJKSwueff15m3SsoKCA/Px+49Ujq/Px8k3s9zKlT6e8vMzOTbt268cYbb1T4WHklcpSuz+2yfvnlF1JTUykuLub3339n3LhxdOrUyaxtqWRO6fUhPz+fo0ePotfrOXfuHCNHjiQyMpKaNWsqXidrbLtqrHtqrXcls6y9nO6H9lXpLLW2pdK0Wi0vvvgiM2bM4Nq1a/z000988803Vrk/5bfffiM/P5/r16+zePFiLly4UO5T9sxxP+wzsrKy6NmzJ8OGDSMsLMxqdTJYtWoVISEhil89tOZyOnLkCJcuXeKZZ54xmf7rr7+SmppKUVER165d47333sPR0VGVkS7iwaGpzE7w2LFj5X748uXLDB8+nLNnz2JjY0P9+vUZOXIkgYGBwK0nC7311lucP3+eBg0aMGnSJFq3bl1hziOPPFLhvLfeeos5c+aYTJs2bRoBAQHMnj2bzMxMqlevTps2bXjrrbdo3rx5hWUZDgjKk5GRQYsWLbC3t6dq1f893HDJkiW8+uqr5Ofn4+/vz8qVK3nqqacqLMfgdmebMjIyaN68eZms+Ph4qlSpwuzZs7l06RKOjo507tyZN998s8LHD9vb21eYo+R3d6f1JjY2ttysmJgYk2mNGjVi6dKlZRqwu6Vkzt3UqfT9GlOnTiUmJoZjx44RGRlJcnIyPj4+zJw587ZXKouKiiqcl5GRQdOmTcusD++88w59+vShadOmZGRkmPxOcnJyuY37na4mVLROaDQaYmNj0Wq1JvNu96CT263jb731Vplx+TExMUyfPh1/f3+TR/3DradaVTS+/k5nvStaJxo2bMjMmTPJzc3FycmJZ555hjlz5tz2seu3W05z5swp879zpkyZQlRUFF27duXs2bM4ODgwYMAAZsyYcdsn3ZVczuVRctstLCyscJ5a656S613Jg7jyqLWclFxGVl/BdwAAIABJREFUd6JWW67ktlStWrW7rN0tly9f5vXXX2fLli24uroyb948QkND7+p3b7eOlzZ58mQ++ugjCgsLCQoKYsmSJTz66KN39bt3Wvfuh33GmTNnmDt3bpltqqL/JXWnJ3Lerk75+fnUr1+fhIQE4yPEb+dO7V5Jliwnw8PPKvL2229TUFDA9OnTTaZv27aNFStWkJubi729PU2aNCEiIuK2uR06dLg/n9F9G97e3vro6Oh7/WfclXHjxh3Q6/Vt7vXfUZIiHSml3a4jpaTbdaSUptbz72/XkVKSJVcM7ldq1ul2O0UlqTksS6113JrDWktTazlV5oDCUpU5yLSEWuvenQ5mlaTmclKLWu1eZTtSllBrHVdz3VOrLVLq31DcDbW2pzt1pJQkHSnruh87UvfnIzCEEEIIIYQQ4j728J1eE0IIIYQQQtwVtUaUPIzkipQQQgghhBBCVJJ0pIQQQgghhBCikqQjJYQQQgghhBCVJPdICSGEEEII8Tcl90iZT65ICSGEEEIIIUQlSUdKCCGEEEIIISpJhvYJIYQQQgjxN6TRaGRonwXkipQQQgghhBBCVJJ0pIQQQgghhBCikmRonxBCCCGEEH9TMrTPfJXqSN24ccNaf4eJKlXUuVBma2urSg6oVye9Xq9KzsPo5s2bqmXZ29urkqNmnapWffjOy9SoUUOVnOLiYlVyQL12T622SM0DALWyHsY6FRQUqJIDoNPpVMlRs80rKipSJSc3N1eVHABnZ2dVctRsX8XfjwztE0IIIYQQQohKko6UEEIIIYQQQlTSwzcWRwghhBBCCHFX5B4p88kVKSGEEEIIIYSoJOlICSGEEEIIIUQlydA+IYQQQggh/qZkaJ/55IqUEEIIIYQQQlSSdKSEEEIIIYQQopKkIyWEEEIIIYQQlST3SAkhhBBCCPE3JfdImU/RK1KbN2/m5ZdfJigoiODgYA4dOkRWVhZt2rShY8eOxteKFSsUyzx+/DhdunTBzc2NJk2a8PXXXytS7rJlywgKCqJmzZoMGzbMZN7atWtp1aoV7u7utG7dmm+//dairKVLl9KhQwecnZ0JDw8v9zNz586levXqbNu27YHIqignPT2d6tWr4+bmZnzFxcXd9zkFBQWMGDGCZs2a4eXlRVBQEFu2bDHOv379OuPGjaNBgwb4+PjQvXv3B6JOUVFRNG3alLp169KhQwe+//57AE6cOMFTTz2Fj48PPj4+9OrVixMnTlhcJxcXF5Ptac2aNdSuXdv4cnV1pUaNGhw8eFDxLLi1nEaPHo23tzceHh48//zzZueUNmDAAOrWrYuzszONGjVStJ0rz2effUazZs1wcnLC39+fH3/80WpZJ0+epEaNGgwYMMBqGWCdOr3//vu0b98eR0dHhg4dajJv27ZtNG/eHBcXF7p06UJ6errFeSVZa/9UkouLi8nL3t6e0aNHK55j8Mwzz6DVanF2dsbZ2ZmAgABFyl26dCmBgYE4OTmZLKfjx48TGBiIh4cHHh4edO/enePHj5uds2zZMjp27EitWrWIiIgwmffxxx/TokUL3N3dCQkJITs72+wcUK9OBQUFREZGEhAQgKenJ4GBgca2/ObNm/Tv35+mTZvi6OioWDtx9uxZ/P39y13Xxo8fj6+vL2lpaWaXr9Y+t2vXriavp59+mvj4+DKf+/jjj+nUqRP79+83u07i4aTYFal9+/bx7rvvEhcXR9OmTbl06RIAOp0OgO3bt1O1qrIXwHQ6HS+99BLDhg0jMTGRXbt20bt3b3755Rf8/f0tKtvT05NJkybxww8/cOPGDeP0rKwswsLC+Oyzz+jSpQubN2+mf//+HDt2jDp16iiaZXDmzBnWrVuHh4eH2fVRO+tOORcuXFBkfVArR6fTUa9ePTZs2IC3tzfff/89Q4YM4aeffsLX15cxY8ag0+n45ZdfqFmzJkeOHDE7S+06bdy4EW9vbzZv3szgwYPZu3cvHh4efPLJJ/j4+FBcXMzy5csZMmQIe/fuNSurZJ3y8/ON0/v27Uvfvn2N71euXMm8efNo2bKl2fWqKAtgxIgR6HQ6Dh48SK1atTh8+LDZOaVNnjyZFStWYG9vz4kTJ+jcuTMtW7akdevWimUYbNmyhSlTppCQkMCTTz5p8QHfnYwYMYInnnjCqhnWqlPdunWZPHkyW7ZsMVkfLl26RJ8+fVi2bBn/+Mc/mDVrFv3791fsQNOa+6eSrly5Yvz5r7/+wsvLi5dfflmx8svzz3/+k7CwMEXL9PT0NC6nku2ep6cnCQkJ+Pr6UlxczLJlyxgwYIDZB7Senp5MnDixTPuwa9cuZs2axcaNG3n00UeZMGECgwcPZvPmzfd9nXQ6HV5eXiQmJhrb8kGDBrFv3z48PT1p3749kZGRDBw40Oy6lDZ9+nRatGhRZvqvv/5KRkaGxeWrtc8tuXyvX79O7969efrpp00+k5mZyfbt23F1dbWkSuIhpVjPZvny5QwdOpTmzZsDGDsVWVlZSkWUceLECbKzsxk9ejQajYbOnTsTGBjI6tWrmT17tkVlBwcHA3Dw4EEyMzON0zMzM3F2dqZr164AdOvWDa1Wy9mzZ83uSIWEhJSbZTBmzBhiY2MVOcuoVtadcpSiVo5Wq2XKlCnG9926dcPHx4ekpCQKCgpITEzk6NGjODk5AfD444+bnaVmnaZOnWp83717d3x9fUlKSiI4OBgXFxcA9Ho9NjY2nDlzxuysknW6XZuwevVqQkNDLRpmUFFWSkoKGzZs4OTJk8bl1KpVK7NzSmvatKnxZ41Gg0aj4fTp01bpSM2ePZuYmBjatWsHQL169RTPMFizZg0uLi4EBARw6tQpq+VYq04VbU9ff/01AQEBvPTSS8CtA8O6dety4sQJGjdubHGuNfdPFVm3bh116tQhKCjIKuVbk2E5HThwwGQ5Ga60wf/aotOnT5udU3LfXrJ92LRpE7179zZeYZs8eTINGzbkzJkzNGjQwKwstep0u7bc19eXqKgoAGxsbMzOKGn9+vU4OTnRunVrk6tOOp2OGTNmsHjxYrp162ZRhpr7XIOdO3fi4uLCY489ZjJ9yZIlDB8+nCVLlliccT8y7K+EeRQZ2ldUVMSxY8e4cuUKISEh9OjRg/nz55uc7XnhhRfo0aMHs2fPNjmDpjS9Xs/Ro0etVn6rVq1o3LgxGzZsoKioiG+//RY7OzuaNWtmlby1a9dib29vcaN0v2X5+/vzyCOPMGzYMOPVywcpJycnh9OnT9OkSRMOHDiAt7c3cXFxNGjQgMDAQL755hvFskqzZp1OnTpFkyZNjNO8vb2pXbs2EyZMYNy4cYpllScjI4Pdu3fTr18/q5S/f/9+fHx8iI2NxdvbmyeeeELxoVaRkZFotVqaNGmCp6cnPXr0ULR8uNXeHjhwgNzcXBo1aoSvry+jRo0q9+qlpa5evcqsWbNYtGiR4mWXpGadDI4dO2Y88Qe3DtwaNGhg0RCrO7H2/mnlypX079/f6gdF06ZNw93dnY4dO7Jjxw6rZhm4u7vj7OxMdHQ0EydOtEqGXq8v8/OxY8eskgXWq5OhLVfihEBpeXl5LF68mOnTp5eZt2LFCtq2bWuyD1GKGvvcTZs20bVrV5PtZ/v27dja2tK+fXuLyxcPJ0U6UpcvX0an07F161ZWrFhBQkICKSkpfPjhh7i4uPDJJ5/w7bffsnLlSq5du0ZMTIwSsTRq1Ig6deqwaNEiCgsL2bJlC7t27bLqztfGxobQ0FCGDBlCzZo1GTJkCO+++y5arVbxrLy8PGbOnMnChQsVL/teZbm6urJ7925SU1PZs2cPeXl5DBky5IHKKSwsJDw8nNdeew1/f3+ysrI4duwYTk5OnDhxgrfffpvIyEhSUlIUyTOwdp2GDh1KaGioybCjc+fOcf78eRYuXFjuMA4lrV69mg4dOuDn52eV8jMzM41nME+fPs3ixYsJDw+36N6v0t5//32uXr1qHMZlb2+vWNkGFy9epLCwkHXr1rFjxw4OHDjAoUOHmDNnjuJZM2bM4PXXX8fLy0vxsktSs04G165dw9nZ2WSas7MzeXl5ipSv9v4pPT2dXbt2Wf0+tri4OE6ePElGRgbh4eGEhIRYdDXlbl28eJGcnBzi4+MVufpQ2vPPP8+6detITk7mxo0bxMXFodFouH79uuJZBtaoU2FhIWFhYYSGhtKoUSNFyixp0aJF9OnTB09PT5PpWVlZJCQkMHbsWMUz1djnXrhwgcOHD5ucSL5+/TrLly9n1KhRSlRDPKQU6UgZDhb69OmDm5sbLi4u9OvXj59++okaNWoQEBBA1apVcXV1ZeLEiezbt49r165ZnGtra8sXX3xhHBccHx/Pyy+/bNVhLtu2bSMmJoZNmzZx5coVNm/eTGRkpKL3WhjExsYSGhqKr6+v4mXfqywHBwdat25N1apVcXd3Z8mSJfzwww+KHbxYO6e4uJiIiAjs7OxYsGABANWqVcPW1pYJEyZgZ2dHUFAQQUFBFj8YpDRr1ik8PBxbW9tyO9JarZawsDAiIiLIzc21KOt2EhISrHY1CqB69erY2toyefJk7Ozs6NixI506dWLr1q2K5tjY2BAUFMT58+dZunSpomXDrXoAREVF4enpiZubG9HR0WzatEnRnKSkJLZu3cqYMWMULbc8atWpJK1Wy9WrV02mXb16FUdHR0XKV3v/ZDgRUb9+fauUb9C2bVscHR2xt7dn4MCBBAYGkpiYaNVMA61WS3h4OGFhYeTk5ChadufOnZk2bRr9+vUjICAAX19fHB0drXo8AcrWydCW29nZWeUq8tGjR9m9e3e598fNnj2b0aNHG4faKUWtfe7mzZtp3rw5devWNU776KOP6Nq1a5lO48OoSpUqD8TrfqTIPVJOTk64u7ubTKtoaIFheslL6JZo0aKFyYFQp06drHpG7rfffqNDhw7Geytat27NE088wfbt28uMq7XUjh07yMzMZPny5QDk5ubSv39/xo4dy/jx4x/YrJIM60NxcbHVMpTK0ev1jBgxgpycHL744gtsbW0Byh3WqcZ4Y6XqFBUVRW5uLl9++aWxTqUVFxdz48YNsrKyqF27ttl5Fdm7dy/Z2dn07t1b8bIN1F5OOp3OKmfqa9asiZeXl8nfbo167Ny5k7S0NOMVwr/++ouioiKOHz+u+JOr1KpTSQEBAaxatcr4/tq1a5w5c0bRYUlq7p9WrVrFhAkTrFL27Wg0GsX253ejuLiY69evk5WVZfZ9yRWJiIgwPsnv5MmTvP3224o9lfB2lKiTXq8nMjKSnJwc1q5dW2Fbbol9+/Zx/vx5AgMDgVvbTFFRESdPnuTcuXPs37/f5EmyvXv3ZubMmcZ7xSpLzX3u5s2by5zIO3jwILm5ucYh4FeuXGHmzJmEhoZa9aSfeLAo1r174YUX+Pzzz7l8+TJXr14lISGBjh07kpycTFpaGsXFxVy5coWFCxfSunVrHBwcFMn97bffyM/P5/r16yxevJgLFy4o8mQanU5Hfn4+RUVFFBUVkZ+fj06no3Xr1uzZs8d4BSopKYk9e/ZYdI9URVkbN25k//797Nu3z/j0nXfffZfhw4ff91kV5fzyyy+kpqZSXFzM77//zrhx4+jUqVOZITb3Ww7A2LFjSU1NZc2aNcYz6ACBgYF4eXmxePFidDod+/btY/fu3Tz77LP3fZ2io6NJSUnhs88+M6nTtm3bOHz4MEVFRVy9epUpU6bg4uJi9lARQ52Ki4tN6mSwatUqQkJCFLkaUFFWUFAQ3t7eLFiwAJ1Ox969e9m1axfPPfecxZk5OTmsWbPG2NnYvHkza9asMXsduJNBgwbxf//3f+Tk5PDHH38QHx+v+P1Y4eHhnDx5koMHD3Lw4EEiIiLo0aOH1a4+WKtOFW1PwcHBHD16lK+++or8/HzmzJlD8+bNFb2vxFr7p9L27NlDZmam1Z/WZxiFYfgOExIS+PHHH40PX7JERcvphx9+ICkpydgWTZw4kZo1a5q9nCpqH/Lz8zl69Ch6vZ5z584xcuRIIiMjqVmz5n1fJ7j1oKiUlBQ+//xzk7Ycbj1K3HDP+s2bN8nPzzer8xsaGsquXbvYuHEjGzdupF+/fjzzzDOsXLmS7du3k5iYaJwH8OGHH1p0z7Va+9wjR45w6dIlOnfubDJ9yZIlfPzxx3z44Yd8+OGHuLq6Mn78eKue8BMPHsU6UkOHDiUgIIAXX3yRV155hUaNGvH6669z/vx5Ro0aRadOnejTpw+2traKjntPSEjAx8eHevXqsX37djZu3KjIfQnz58/H1dWVRYsWsWbNGlxdXZk/fz4dO3Zk6tSp9O/fH3d3d/r168f48eMtOhibN28eNWvWZOHChXz66afUrFmTefPm4erqavw/Ex4eHtjY2FCzZk2LOqFqZVWUc/bsWXr16kXt2rVp06YN9vb2/Oc//1G8PkrnZGRk8O9//5sjR47QqFEj6tWrR7169fj888+xtbUlISGBLVu24OPjw+jRo1m6dKnZjzhWs04fffQRR44coWHDhnh6euLp6clnn33Gn3/+abw35rHHHuPs2bOsW7eOatWqmV2nWrVqGetUq1Yt5s2bB0B+fj7r1q1T7AxfRVm2trZ8/vnnbN68GQ8PD6Kiovjggw8UuY9Ao9GwbNkyvL29qVWrFhMmTGDJkiX06tVLgRqVFRMTQ5s2bWjSpAnNmjWjZcuWJk/tUkKNGjVM2gQHBweqVatmlSuSYL06xcXF4ezszIIFC0hISMDZ2Zm4uDhq167NmjVrmDFjBu7u7vz666+sXLlSgZr8j7X2T6WtXLlSsRMRt1NYWMjMmTPx8PDA3d2d9957j7Vr1yryOPe4uDhcXFyM262LiwtxcXH8+eefDBw4kDp16hAQEMCZM2dYv3692W3R/PnzcXNzM+7b3dzcjA/Hev3113F3d+epp56ibdu25T5Q4X6sU8m2/NFHHzVus5999hlw6yFZtWvXJisri5CQEGrXrm3WI8qrV69OnTp1jC+tVou9vT2urq64ubmZzAOoVauWRXVSa5+7adMmOnXqRI0aNUymOzs74+rqanzZ2Njg6OhY5nPi701TmbMSBw4cUOX6vbVvajcoLCxUJQe4b8d2iv8pKChQLcsaB1PlUXMdV/r/xN0PzD0IqCxrD20tSa3H3Ko13KuoqEiVHFDvu1PzUcRqZZW8Av2wZKnZ5qnVll++fFmVHMCi0RSV8dtvv6mSA9CxY8cH7jnivr6+eqVPxFnL8OHDD+j1+jb3+u8oSY7uhRBCCCGEEKKSpCMlhBBCCCGEEJX08I3FEUIIIYQQQtwVNYcTP2zkipQQQgghhBBCVJJ0pIQQQgghhBCikqQjJYQQQgghhBCVJPdICSGEEEII8Tek0WjkHikLyBUpIYQQQgghhKgk6UgJIYQQQgghRCXJ0D4hhBBCCCH+pqpUkesq5pJvTgghhBBCCCEqSTpSQgghhBBCCFFJlRraV7t2bWv9HSbUusSo5lNKdDqdKjk2Njaq5Ny4cUOVHICqVdUZgarWdwdw8+ZNVXLUrJNa261er1clBx7O5aSWh3GoiFp1KiwsVCUHwNbWVpUcOzs7VXIA8vPzVclJSEhQJQega9euquSoeVx09epVVXICAgJUyXmQPSxP7dNoNCOAwUBz4FO9Xj+4xLxngf8DfICfgcF6vT79v/PsgaXAy8B14G29Xr/4bjIfvj2dEEIIIYQQ4u8mC4gFPio5UaPRuAHrgOlALWA/8FmJj8wCGgK+QGdgokaj6XY3gdKREkIIIYQQQjzQ9Hr9Or1e/zXwe6lZLwJH9Xr9F3q9Pp9bHafHNBpN4//OHwS8pdfr/9Dr9ceBD7h1ZeuOpCMlhBBCCCGEeFg1BQ4b3uj1+mvAaaCpRqOpCXiWnP/fn5veTcHy+HMhhBBCCCH+ph6ge6TcNBrN/hLvl+v1+uV38XsOQG6paX8Cjv+dZ3hfet4dSUdKCCGEEEIIcb+7pNfr25jxe38BTqWmOQF5/51neJ9fat4dydA+IYQQQgghxMPqKPCY4Y1Go9ECj3Drvqk/gOyS8//789G7KVg6UkIIIYQQQvwNaTSaB+Z1F3WpqtFoqgE2gI1Go6mm0WiqAl8BzTQazUv/nT8D+E2v15/4769+AsRoNJqa/30ARTjw8d18f9KREkIIIYQQQjzoYoAbwGSg/39/jtHr9bnAS8Ac4A+gLdC3xO/N5NbDJ9KBncACvV6/6W4C5R4pIYQQQgghxANNr9fP4tajzcub9wPQuIJ5BcDr/31ViuJXpM6ePYu/vz+jR48uM2/8+PH4+vqSlpamaOZnn31Gs2bNcHJywt/fnx9//FGRcpcuXUqHDh1wcXFh2LBhxulr1qyhdu3axperqys1atTg4MGDZuUUFBQQGRlJQEAAnp6eBAYG8v333wNw8+ZN+vfvT9OmTXF0dLSobmrVByAiIoKAgAB8fX158sknWblypXHezp07adu2LV5eXgQHB3Pu3DmzcwoKCoiKiqJZs2bUq1ePoKAgtmzZUuZz8+fPx9nZme3bt5udo8YyUrNOAMuWLaNjx47UqlWLiIgIk3kff/wxLVq0wN3dnZCQELKzs83OWbp0KYGBgTg5OTF06FDj9J9//pkePXrg6emJl5cXoaGhFuUYsjp06ICzszPh4eHlfmbu3LlUr16dbdu2WZRTXp2OHz9OYGAgHh4eeHh40L17d44fP252TnnS0tJ44YUXqF27Nl5eXowaNQqdTqdohoG12tfSBgwYQN26dXF2dqZRo0asWLHCKjnw4Nfp/fffp3379jg6OpqsewDbtm2jefPmuLi40KVLF9LT0xXJNFBjORUUFBAWFoafnx9OTk60bNmSxMRExcoeMWIEzZo1w8vLq0z7ev36dcaNG0eDBg3w8fGhe/fud132tm3bmDNnDpGRkfz73/82mXf8+HGmT59OVFQUCxcu5Pff//dvbr744gtiYmIYOXIk06dPZ+/evWbVTc3jr7Nnz9KwYUNj1tatW3nxxRdp1qwZrVu3ZuLEifz11193KOX+yBk+fDgBAQH4+fmZHK/cvHmTIUOG0LJlS9zc3Ni9e7fF9REPH8U7UtOnT6dFixZlpv/6669kZGQoHceWLVuYMmUKK1as4MqVK2zfvp0GDRooUranpyeTJk1i4MCBJtP79u1Lbm6u8RUfH0/9+vVp2bKlWTk6nQ4vLy8SExPJzMxk+vTpDBo0yLgDbN++PR988AHu7u4PRH0AoqOjOXToEOnp6axatYq5c+eSlJTE77//zqBBg5g6dSqnTp3i8ccfJywszOwcw3e3YcMGzp07R0xMDIMHDzY5eDhz5gxff/01Hh4eFudYexmpWSe4tU5MnDiRAQMGmEzftWsXs2bNYs2aNZw7dw5fX18GDx5sUc7kyZMZNGiQyfQrV64QFhZGSkoKqampODg4mHTyzc2aNGlSmSyDM2fOsG7dOkW+u/Lq5OnpSUJCAtnZ2WRmZtKzZ88y36+lRo4cSe3atTl37hz79+9n165dLF26VNEMsG77WtrkyZM5e/Ysf/75J9988w3Tp0/nwIEDiuc8DHWqW7duuevepUuX6NOnD7NmzeLChQu0atWK/v37W5xXkhrLSafT4e3tzY4dO7hy5QpvvfUWffr0UaQToNPpqFevHhs2bCAjI4OYmBiGDBlibF/HjBnDH3/8wS+//MLZs2eJi4u767JdXFzo0aMHHTp0MJmel5fH0qVLCQ4OJj4+Hj8/P5Yv/98Tm+3t7YmKiuKdd95hyJAhfPbZZ5w+fbrSdVPz+CsmJsYkKy8vj1GjRvHrr7+ydetWLly4wJw5cx6InDFjxnDo0CHS0tJYvXo1cXFxJCUlAdC2bVuWLl1KnTp1LMq4393re5+UukfqXlC0I7V+/XqcnJzKNCI6nY4ZM2Ywe/ZsJeMAmD17NjExMbRr144qVapQr1496tWrp0jZISEh9OrVi1q1at32c6tXryY0NNTshazVapk6dSq+vr5UqVKF7t274+vrS1JSEnZ2dkRFRREYGIiNjY1Z5RuoVR+Axo0bY29vD/xvA01LS+O7776jcePGBAcHU61aNSZOnMjRo0dJTU01K0er1TJlyhTjd9etWzfjd2cwfvx4Zs+ejZ2dndn1UWsZqVkngODgYF544YUy68SmTZvo3bs3AQEB2NnZMXnyZH766SfOnDljVk5F617Xrl156aWXcHJyokaNGrzxxhtmn429U5bBmDFjiI2Ntfi7qyjHxcUFPz8/NBoNer0eGxsbsw6KbictLY1XXnmFatWq4eHhQdeuXTl27JiiGWDd9rW0pk2blmkzlP7e4OGoU0hICMHBwbi6uppM//rrrwkICOCll16iWrVqTJ8+nd9++40TJ05UUFLlqbGctFots2bNws/PjypVqtCzZ0/q16+vSIetvPbVx8eHpKQkUlNTSUxMJD4+Hjc3N2xsbHj88cfvuuxWrVrRsmVLtFqtyfRDhw5Rt25d2rRpg62tLS+88ALnz583Xn3v1asXnp6eVKlShQYNGvDoo49W+jtV8/irvKyQkBCefvppqlevjouLC6+99hr79++/TSn3T07J4xWDtLQ07OzsGD58OO3atVNk3y4eTop1pPLy8li8eDHTp08vM2/FihW0bduWJk2aKBUHQFFREQcOHCA3N5dGjRrh6+vLqFGjuHHjhqI5t5ORkcHu3bvp16+fYmXm5ORw6tQpGjcudyinVSlZn/Hjx+Pl5UW7du1wd3fnueee48SJEzRt+r9/Fq3VavHz81NsR2/47gzr2ldffYW9vT1dunRRpPzSOWosI7XqVJpery/zszUO1kvavXs3AQEBVit/7dq12Nvb061bN6tlGLi7u+Ps7Ex0dDQTJ05UtOyRI0fy2Wefcf36dTIzM9m8eTNdu3ZVNONetK+RkZFotVqaNGmCp6cQsDNWAAAgAElEQVQnPXr0ULT8h7FOJR07dozmzZsb32u1Who0aKD40FI16wRw8eJFUlNTTfYdSsnJyeH06dM0adKEAwcO4O3tTVxcHA0aNCAwMJBvvvnG4oysrCy8vb2N7+3t7alduzZZWVllPnvz5k3S0tKoW7fuXZev5vFXXl4eixYtYsaMGbf93M8//4y/v/99n2MwYcIEvL29ad++vfF4RYi7oVhHatGiRfTp0wdPT0+T6VlZWSQkJDB27FiloowuXrxIYWEh69atY8eOHRw4cIBDhw4pcjn5bq1evZoOHTrg5+enSHmFhYWEhYURGhpKo0aNFCmzMpSsz8KFC0lPT2fDhg384x//wN7enmvXruHkZPo/0ZycnBQZS11YWMjQoUN57bXX8Pf3Jy8vjzfffJN58+ZZXHbpHLWWkVp1Ku35559n3bp1JCcnc+PGDeLi4tBoNFy/ft1qmUeOHGHu3LnMnTvXKuXn5eUxc+ZMFi5caJXyS7t48SI5OTnEx8dX6qz23ejYsSPHjh2jVq1a+Pn50apVK4KDgxXNuBft6/vvv8/Vq1fZtWsXvXv3LnOW2FIPY51KunbtGs7OzibTnJ2dycu7q/8redfUrFNhYSH9+/dn4MCBip+4KiwsJDw83Ni+ZmVlcezYMZycnDhx4gRvv/02kZGRpKSkWJRTUFBA9erVTaZVr16dgoKCMp9dvXo13t7eleo0qnn8tXDhwnKzStq1axdffvkl48aNu+9zDBYsWGAcNdOzZ0+rrtP3oypVqjwQr/uRIn/V0aNH2b17d7n3usyePZvRo0eXOXhWgqFhioqKwtPTEzc3N6Kjo9m06a6eWKiIhIQExa5GFRcXEx4ejp2dHYsWLVKkzMpSsj4ANjY2tGvXjuzsbD766CO0Wm2ZnXpeXh4ODg4W5RQXFzNs2DDs7OyMB8rz5s2jb9+++Pr6WlR26Ry1lpFadSpP586dmTZtGv369TM+NMTR0dFqQ6BOnz5NcHAwCxcuJCgoyCoZsbGxhIaGWv27K0mr1RIeHk5YWBg5OTmKlFlcXEzPnj3p3bs3f/75JxcuXODKlStMmTJFkfIN7lX7amNjQ1BQEOfPn1f8vq+HsU4labVarl69ajLt6tWrODo6Kp6lRp2Ki4sZOHAgdnZ2vPfee4qXHRERgZ2dHQsWLACgWrVq2NraMmHCBOzs7AgKCiIoKMiih9LArStQpa963rhxo8zB+pdffklmZibDhg2766H1ah5/GbJKP+CkpIMHDzJq1CiWLVtm9r2HauWUZjheycrKKvOwECEqosjjz/ft28f58+cJDAwEbp0VKyoq4uTJk8aboUvesNm7d29mzpxJSEiIRbk1a9bEy8vLpMFR82a0vXv3kp2dTe/evS0uS6/XExkZSU5ODmvXrsXW1laBv7BylKxPaTqdjrS0NBo3bsyaNWuM069du2acbi69Xs+IESPIzc3liy++MH53O3fuJDMz0/hUqUuXLjF48GDGjBlDdHS0WTlqLSO16nQ7ERERxif5nTx5krffftsqw+7S09Pp3r07U6ZMUbQTX9qOHTvIzMw03uSdm5tL//79GTt2LOPHj7dabnFxMdevXycrK0uRG5YvX75MRkYGkZGR2NvbY29vz6BBg5g5c6aiVyrvdfuq0+kUv/fmYaxTSQEBAaxatcr4/tq1a5w5c0bxYfUlWatOer2eoUOHcvHiRTZs2KBoe2toX3Nyckza12bNmpX5rBLrR926dU3u/SwoKCA3N9dk+N769etJTk5m/PjxZa5e3Y6ax1979+7l/PnztG/fvkzWxo0bSU5OJiwsjAULFlh0QkytnIoYjleEuBuKdKRCQ0N54YUXjO+XL1/O+fPnmTNnDnq9nuLiYuO8J554gg8//FCxA7JBgwbxf//3f3Tt2hVbW1vi4+MVG6+t0+nQ6XQUFxdTVFREfn4+VatWpWrVW1/bqlWrCAkJUeRs35gxY0hJSeHbb78t04gWFBQY71G5efMm+fn52NvbV7qBV6s+ubm5/Pjjj3Tp0oXq1auzc+dO1q1bx/Lly3niiSeYOXMm69evp0uXLixYsICAgACLxjhHR0eTkpLCN998Y/LdrV+/nsLCQuP7zp07M2fOHJ5//nmzctRYRgZq1amidcJwcBQQEMD58+cZOXIkkZGR1KxZ06KcoqIik5yLFy/SrVs33njjjQofVa5U1saNG02+u6CgIObPn2/2vUUV5ezYsQM3NzeaN2/OtWvXmDVrFjVr1lRsWJKbmxv169fnX//6F2PHjuWvv/5i5cqVJvfGKMWa7WtJOTk5bNu2jZ49e1K9enV++OEH1qxZQ0JCguJZD0OdKlr3goODmTJlCl999RXdu3dnzpw5NG/eXLF1T83l9MYbb3D8+HG2bNlSqY7F3Rg7diypqal8/fXXJmUHBgbi5eXF4sWLGTt2LPv372f37t28+eabd1VuUVERxcXFxldhYSFVqlShZcuWfPnllxw4cIAWLVrw3Xff4eXlZRy2lpiYyC+//MKECRMqPTpDzeOvfv360atXL5Osc+fOMXfuXFJSUhg4cCCzZ882e3+kdg6Uf7zy1Vdf8a9//Qsw3bcXFhZavG+/H93PT8R7EGhK3lB+JxkZGXf14SVLlpCWlsY777xTZp6vry87d+687T04lRk+VFhYSHR0NJ9++inVqlXjlVdeYd68eVSrVu2Ov3vz5s3bzo+NjS1zv8bUqVOJiYkhPz+f+vXrk5CQQOfOne+YVVRUVOG8jIwM45OQDJ0agHfeeYc+ffrQtGnTMo8uTU5OLneI0u2eLKNkfW53c/alS5cYMmQIycnJFBcX4+3tzbBhw4yPXd+xYweTJk3i/PnztG7dmvfeew8fH58Kyyv5nZSWkZFB8+bNy3x38fHxvPrqqyafbd68Of/85z8rrN/txt8quYwAk52bNet0pycNzZkzp8zjfadMmUJUVBRdu3bl7NmzODg4MGDAAGbMmHHb8m63nN56660y96FMmzYNjUZDbGxsmadclfwfK6Xdqc2KjY0tNysmJsZkWqNGjVi6dCnPPPNMhWXdbudSUZ0CAgKYPXs2mZmZVK9enTZt2vDWW2/dtqNT2SdCJSUlMW7cOH777TdsbGzo3Lkz8fHxd/X4/crsMC1pXysznj03N5dXXnmFw4cPU1xcjK+vLyNHjryrzvXttqXyPAh1KtnhL89bb71FbGysybSYmBimT5/O1q1bGTNmDBkZGTz55JN88MEHt93fVuZKjyV1qoz09HTq169fpg1ctmzZXV21Lj28saSMjAxatGhRpuwlS5bw6quvcvz4cUaNGsXRo0fx9vYmJibGpKNS0ueff27yfv369Xz33Xcm03r27EmvXr04duwYn376KZcvX6Z+/foMHjwYNzc3AIYNG0bVqlVN2oHu3bubdPDv9oSPpcdflWkfFi9eTHp6Ou+88w7jxo3jyy+/NOmY1qtXj61bt951edbKqVGjRoXzDMcrR48eNR6vhIeHG49XWrZsWeZ/XR48eLDCYxZXV9cHrkfSoEED/d2eLLjXBgwYcECv17e5139HSVbpSFnKWvdhlHanjpSSbteRUpJaj+hU88mItztAV5KaNzJW9uDPXGo+slWt5VSZNstSap2lU3M5qVUntbYntbYlUK9Od+pIKeleDCO3ttt1pJRUuiNlTUo/lbMiD+OVidt1pJQmHSnruh87UvfnIzCEEEIIIYQQ4j6mzilkIYQQQgghxH3nYbwSqRa5IiWEEEIIIYQQlSQdKSGEEEIIIYSoJBnaJ4QQQgghxN+UDO0zn1yREkIIIYQQQohKko6UEEIIIYQQQlSSdKSEEEIIIYQQopLkHikhhBBCCCH+ptT6Z+MPI/nmhBBCCCGEEKKSpCMlhBBCCCGEEJUkQ/uEEEIIIYT4G9JoNPL4cwtUqiNVtao6/a5r166pknPjxg1VcgBcXFxUyVHru1NzoysqKlIlR63vDqBGjRqqZalFp9OpkqPX61XJAbCzs1MlR806FRcXq5Kj1nZrY2OjSg5AXl6eKjlarVaVHFBvfVCrfQA4efKkKjlPPfWUKjmg3jpRvXp1VXJAvXZPzTZC/P3I0D4hhBBCCCGEqCQZ2ieEEEIIIcTflAztM59ckRJCCCGEEEKISpKOlBBCCCGEEEJUknSkhBBCCCGEEKKS5B4pIYQQQggh/qbkHinzyRUpIYQQQgghhKgk6UgJIYQQQgghRCXJ0D4hhBBCCCH+pmRon/kUuyI1cuRIWrZsSaNGjQgKCiIhIcE4LyEhgQ4dOtCwYUP69evHhQsXzM4pKCggKiqKZs2aUa9ePYKCgtiyZUuZz82fPx9nZ2e2b99udlZUVBQtWrTg0UcfJTAwkNWrVxvnXb9+nUmTJhEQEEDDhg0JCQkxO2fp0qUEBgbi5OTE0KFDjdOPHz9OYGAgHh4eeHh40L17d44fP252DkBERAQBAQH4+vry5JNPsnLlSuO8nTt30rZtW7y8vAgODubcuXNmZRQUFDBy5EhatGiBj48PnTp1MllGX331FW3btsXHx4d27dqxYcMGs+ujZtaIESN4/PHH8ff3JygoyGR9WL9+PZ06daJhw4Y89dRTJCYmWlSnESNG0KxZM7y8vEzW8c8//5x69eoZX56enri4uJCUlGRW1rJly+jYsSO1atUiIiLCZN7HH39MixYtcHd3JyQkhOzsbLPrpFZOQUEBkZGRBAQE4OnpSWBgIN9//z0Av/zyC7169cLHxwc/Pz8GDBhgUVv0/vvv0759exwdHU2225s3b9K3b1/8/f2xt7dn586dZmdU5Pjx43Tp0gU3NzeaNGnC119/rUi5atXpXn53zzzzDFqtFmdnZ5ydnQkICFCk3Nvtm9LT03F2dqZu3brG19tvv61ILlivTmpmVbQf/Pnnn+nRoweenp54eXkRGhpqURth8P333/PKK6/QsWNHQkJCOHToEAD5+fnMmzeP5557jqeffpphw4aZnTFgwACaN29Oy5YtadmyJV27dgVg3759vPDCC7Rp04a2bdsSFRXFxYsXLarP8OHDCQgIwM/Pz2TffvPmTYYMGULLli1xc3Nj9+7dZmcsW7aMoKAgatasWeZ7Wbt2La1atcLd3Z3WrVvz7bffWlQfQ1vepEkTPDw8aN++vbEtB9i+fTstW7akdu3adO/enYyMDLNyli5dSocOHXB2diY8PNw4PT09nerVq+Pm5mZ8xcXFWVQn8XBSrCM1YsQI9u3bR0pKCh9//DFvv/02v/32G3v27GHevHl89NFHHD16FG9vb6KioszO0el0eHl5sWHDBs6dO0dMTAyDBw8mPT3d+JkzZ87w9ddf4+HhYVGdRo4cya+//sqpU6f4z3/+w7x58zh8+DAAEyZM4MqVK+zatYsTJ04we/Zss3M8PT2ZPHkygwYNKjM9ISGB7OxsMjMz6dmzJwMGDLCoTtHR0Rw6dIj09HRWrVrF3LlzSUpK4vfff2fQoEFMnTqVU6dO8fjjjxMWFmZWhk6no169enz33XekpaUxbdo0wsLCyMjIICsri+HDhxMbG0t6ejpvvvkmw4YNIzc3977PGjlyJD///DOpqan8+9//Nq7j2dnZjBw5klmzZpGamsr06dOJiori0qVLFtVpw4YNZGRkEBMTw5AhQ0hPT+fVV18lMzPT+Fq4cCF+fn489thjZmV5enoyceLEMuvVrl27mDVrFmvWrOHcuXP4+voyePBgszLUzDG0D4mJiWRmZjJ9+nQGDRpEeno6V65cYciQISQnJ3Ps2DEcHBx44403zM6qW7duudstQGBgIP/+978tboPKo9PpeOmll+jRowcXL17k/fffZ/DgwaSmplpctlp1ulffncE///lP/vzzT/7880+OHTumSJl3s28ytEtZWVlMnDhRkVwDa9RJzayK9oNXrlwhLCyMlJQUUlNTcXBwsKhzA7c6Z++++y4zZsxg586dLF++nHr16gEwZ84crl69yhdffMHWrVuJjo62KGvGjBkcOnSIQ4cOsXnzZgAeffRRVqxYwf79+/nxxx/x9fVl5syZFuWMGTOGQ4cOkZaWxurVq4mLizOeYGvbti1Lly6lTp06FmV4enoyadIkBg4caDI9KyuLsLAw4uLiuHDhAnPmzGHIkCHk5OSYnWXYD27atImsrCxmzJjBwIEDSU9P59KlS/Tr14/p06dz7tw5WrVqVW5bUpk6VfT7Fy5c4NKlS1y6dIkpU6aYXR/x8FJsaF+jRo1M3ms0GtLS0khKSqJnz57G+WPGjKF169akpaXh5+dX6RytVmuyMnfr1g1fX1+SkpLw9fUFYPz48cyePZtx48aZXyGgcePGJvUx1KlGjRps3ryZQ4cO4ejoCGD2gSxgvJp14MABMjMzjdNdXFxwcXEBQK/XY2Njw+nTp83OgYrrdPjwYRo3bkxwcDAAEydOxN/fn9TUVPz9/SuVodVqmTx5svF9165d8fHxISkpibp16+Ls7Mzzzz8PQJcuXahRowZnz56ldu3ala6Pmlkl1/GS351Op8PJyYlnnnkGgOeee44aNWqQlpaGm5ubWXUqvY4b6mRYxw0+/fRT+vbta/ZlecPyPnjwIFlZWcbpmzZtonfv3sazzZMnT6Zhw4acOXOGBg0a3Lc5Wq2WqVOnGt93797d2D4Y/gaDiIgIunfvXukMA8N2e/DgQZPt1s7OjlGjRgFgY2NjdvkVOXHiBNnZ2YwePRqNRkPnzp2NV8wtOaED6tXpXn131nS7fdPjjz9+D/+yB0NF+0HDVRyDN954w9imm+tf//oXQ4cOpXnz5gDGDkZaWho//vgj3333HQ4ODgA0adLEoqzylN4v2NjYmH1FxaDkvt0gLS2Nxx9/nOHDhxtzLFGyHS+5jDIzM3F2djYuq27duqHVajl79qzZnTetVsu0adOM7w1t+aFDh7h8+TJNmjThxRdfBGDq1Kn4+vqSkpJS5lj0Tipqi4S4W4o+bGLKlCk88sgjPPXUU9SpU4dnn30WuNUJMDD8nJKSokhmTk4Op06dMjZ2X331Ffb29nTp0kWR8idNmkT9+vUJCgrC3d2d5557jkOHDuHl5cWCBQsICAjg6aef5rvvvlMkrzzu7u44OzsTHR2tyFnM8ePH4+XlRbt27Yx1OnHiBE2bNjV+RqvV4ufnx4kTJyzOy8nJ4fTp0zRu3JiWLVvi7+9PYmIiRUVFbNiwATs7O5Ps+zlrypQpNGjQgE6dOhnX8ccee4yGDRuyefNmioqKSExMxN7eXrEhL4Y6ld6hZ2RksGfPHvr27atITmnlbbfWONNtzRxD+1DeQcZPP/1U7vQHkV6v5+jRo/f6z3hgTJs2DXd3dzp27MiOHTusklF63wTQrFkzmjRpQmRkJL///ruieWrU6V5klbZ7926L2taioiKOHz/OH3/8Qe/evfnHP/7B22+/TX5+PkePHsXDw4Ply5fz3HPP0bdvX7Zt22bR37to0SLatm1L3759+fnnn43Ts7KyaNOmDS1atOCjjz4yGc5orgkTJuDt7U379u2N+3Y1tGrVisaNG7NhwwaKior49ttvsbOzo1mzZoplXLx40bg9HT9+3KRsrVZL/fr1Lb71oTz+/v488sgjDBs2zOxRJvc7jUZDlSpVHojX/UjRvyouLo7U1FS++uorunfvjp2dHU8//TTffvstx44d48aNGyxZsgSNRsONGzcszissLGTo0KG89tpr+Pv7k5eXx5tvvsm8efMUqM0t8+fP59SpU3zzzTf06NEDOzs7srOzOXHiBI6OjiQlJTF37lxGjRqlyNCa8ly8eJGcnBzi4+MVObO5cOFC0tPT2bBhA//4xz+wt7fn2rVrODk5mXzOycmJv/76y6KswsJCIiIijPc92NjY0KdPH4YNG4aHhwfDhg1jyZIlaLVai3LUyoqLi+PkyZN89dVXxvXBxsaGl19+maioKPz8/IiKimL+/PnUqFFDkTqFh4cb1/GS1qxZQ/v27c26snsnzz//POvWrSM5OZkbN24QFxeHRqPh+vXrD0xOYWEhYWFhhIaGljlLmZyczPz584mNjbU4R22NGjWiTp06LFq0iMLCQrZs2cKuXbsUaVP/DgzbcEZGBuHh4YSEhFh8pb+00vsmV1dXtm/fTnJyMjt37iQvL0+RA2cDNep0L7JKO3LkCHPnzmXu3Llml3H58mV0Oh3btm3jgw8+YPXq1aSkpPDRRx8ZT1o5ODiQmJjIhAkTmDVrFmfPnjUra/z48fzwww/8+OOP9OnTh+HDhxuvPNWtW5f9+/ezb98+Ro8ebdYV+NIWLFhAWloa3333HT179sTe3t7iMu+GjY0NoaGhDBkyhJo1azJkyBDeffddRfbrULYtv3btGs7OziafcXZ2tvh4pSRXV1d2795Namoqe/bsIS8vjyFDhihWvnh4KN69s7Gx4cknnyQ7O5tPPvmETp06MX78eMLDw2nXrh3e3t44ODjg6elpUU5xcTHDhg3Dzs6OhQsXAjBv3jz69u1bZviTpWxsbGjbti3Z2dn85z//oVq1atja2hIdHY2dnR2BgYF06NDBKjdGG2i1WsLDwwkLC7No3LGBjY0N7dq1Izs7m48++gitVkteXp7JZ/Ly8ozDG8xRXFzM8OHDsbW1Nd5YvWPHDmbNmsX69eu5ePEi3377LaNHj+bIkSMW1UfNrNLrw65du5gzZw5r164lPT2ddevWMX78eJKTky2uU0REBHZ2dixYsKDM/DVr1vDaa69ZlFGRzp07M23aNPr162d8OImjo6PxPoL7Pae4uJjw8HDs7OxYtGiRybzTp0/z4osvMn/+fDp06GBRzr1ga2vLF198QWJiIt7e3sTHx/Pyyy8rvmweVm3btsXR0RF7e3sGDhxIYGCgRQ+HKa28fZODgwOtWrWiatWq1KlTh4ULF7Jt27Yyba65rF2ne5VV0unTpwkODmbhwoUEBQWZXY6hc/Hqq6/i5uaGi4sL/fr146effsLe3p6qVavy+uuvY2trS+vWrWndujX79u0zK+uxxx7DwcEBOzs7evfuTatWrcocJ7i4uNC7d2/+n707j4uq+h8//kIUPgSCpgkoixukiKigobKon9zTTNPKhVxATBCXVFzLNHBFpfqU1qdPVi6lfVRySXHNNdzRBAWVVdQEjY8oog7M7w9/M1+GTZkZblbv5+MxjwfcO5w358y599xz7zlnQkJCUKlUeudLQ9O2X7t2jVWrVhmc3tPYt28fs2fPZufOneTm5hIbG0tISIh2TrkhioqKCAoKwszMjGXLlgGPr4fu3Lmj8747d+4YdL1SkpWVFV5eXlSvXh1bW1uWL1/Onj17jHbMir+OKntOVlhYqJ1kO2LECI4cOcLZs2fp3bs3KpWq0uNYi1Or1YwbN47s7GxWr15NjRo1gMerzq1cuRIXFxdcXFy4evUqI0aMYPny5UbJk0qlIi0trcxhBUosHVlUVER+fr7OHBNDafLUrFkznaFB9+7d027Xh1qtJiwsjOzsbL755hvtZ/Trr7/SsWNH2rRpQ7Vq1fD09MTLy8ug4SFKxipOpVKRnp5OQkIC3t7etGrVimrVqtG6dWvatGnDoUOHDMrTuHHjuHnzJt9++602TxpxcXHcuHGj1LwfYxozZgxnz54lNTWVfv36oVKpqmQ1MGPHUavVhISEcPPmTdasWaNTdhkZGbz66qtMmzatyjqhSvDw8GDv3r3cuHGD7du3k5qaSrt27f7of+tPycTERGd4qSHKa5vKigmPz+lVwZh5ehZipaen06tXL2bMmMHQoUMNSsva2pp69eqV2WY3bdq01DZjtu3llVVhYSG3bt0y6hMVTduuhHPnzuHj44OnpyfVqlXDy8uLdu3aGbRqMuiey9euXas9npo3b65zo/LevXukpqZWyXw2jao+Zv9omnnfz/rrWWSUjlROTg4//vgj9+7do7CwkJ9//pmYmBh8fX0pKCjg4sWLqNVqsrKymDZtGoGBgdpFFPQxadIkkpKS+P7777GwsNBu37JlC3FxcRw+fJjDhw9jb29PdHS0zpKWTys7O5uYmBhtnvbv38/mzZvx8/Ojffv2NGjQgI8//hiVSsXx48c5cuQInTt31is/KpWKgoICCgsLKSwspKCgAJVKxZ49e4iPj6ewsJA7d+4QHh5O7dq19e7cZGdns2nTJu7evUthYSH79u1j06ZN+Pv788orr3DhwgW2bNlCQUGBdv5XZRea0Jg8eTLJycmsW7dO5zPy9PTkl19+0T4VOnfuHL/88otB85aUiJWTk6NTH4rX8datW3Ps2DHtif3XX3/l+PHjBp3U3333XZKTk0vVcY3vvvuOvn37ahc70Zem7hUVFenUPc18AbVaTWZmJmFhYYSEhFC7du1nOg48XtAmKSmJDRs26JTdtWvX6NOnD8HBwXqvSFlWnkoet/B46d6CggLg8fLDBQUFRr3YPHfuHAUFBeTn57Ns2TJu3LhRaiUtfSiVpz+q7DR3yzXx1q1bx6FDh0otaKCv8tqmkydPcunSJYqKirh9+zbh4eH4+fmVGp6kj6rOk1KxyqsTWVlZ9OzZk7Fjx+rVlpelb9++rF+/ntu3b3Pnzh2+++47fH198fT0xM7Ojq+//hqVSsXZs2c5deoUHTp0qHSMO3fucOjQIR48eIBKpWLLli2cPHkSPz8/du3aRUpKirY+LFiwADc3N72vi8pq2zXXK6B7TD169EjvY6q8z8jLy4ujR49qn0DFx8dz9OhRg+dITZgwgaSkJH744Qed46lv374kJiYSExOjXa7e3d1drxv05eXp+PHjJCcnU1RUxK1bt5g8eTL+/v5GOWbFX4tJZQ6ma9eulfnmW7duERwcTGJiIkVFRTg4ODBq1CiGDh3K//73P15//XXS0tKwsrLizTffJDw8vMLVYyp6PJuRkUHLli21j+A1oqOjeeONN3Te235yAP4AACAASURBVLJlSz7++GO6dOlSZloVzSnIyckhKChIJ09BQUEMGzYMeLxy1uTJk0lMTMTBwYEZM2bQu3fvctOr6AT54YcfEhkZqbNt1qxZuLm5MXfuXLKysrCwsKBt27Z8+OGH2pWGynLv3r0K86RZ/rmoqAhHR0eCg4O1F2A///wz06ZN4+rVq3h5efGvf/0LJyenMtOq6M5AZmYmrVq1KvUZLVu2jEGDBvHvf/+blStXkp2dTZ06dQgMDGTcuHHlplcRY8bSNDRluXXrFqNHj9apD4GBgdq7o1999RVffvmlNs6IESO0KyWVpaL5UxkZGXh4eJTK0/Lly3njjTcoKCjA1dWV1atX06lTp3LTAXT+viyRkZGlvhtjxowZhIaG0qNHD1JTU7GysiIgIID3339f71WfjBmnonNWRkYGLVq0KFV2H330ESkpKcyfP7/UuP2KvkvKzMys3H0ffvhhqTlWs2fP5r333sPV1VVn2Wt4vMBOefPZKnunbfr06Xz11Vc8evQIX19fli9fXubd9LJUVH7GzFNFjBmnMnUyOzubvn37cvHiRUxNTXnxxReZO3fuU68CV9H5taK2qVq1asydO5ecnBxq1qxJly5dmDdvHra2tmWmVZm5JYbmqTIMifWkYWvltYMmJiZERESUKpOKFut40vBtlUpFVFQUsbGxmJmZ0a1bN8LCwjA3N+fKlStERkZy6dIl7O3tGTt2bLnXECXnFRd3+/ZtRo8eTUpKCqampjRu3JgJEybg4+PD6tWrWbVqFbdv38bS0pKXXnqJKVOmVDg8t06dOuXu07TtCQkJ2rZ99OjR2ra9TZs2pb4X8vTp02W272XduNOIjIwsNT9t5syZzJo1i5UrV/Lpp59y8+ZN6tatS3BwMBMmTCg3LXjyudzNza3U8fTxxx/z5ptvsn//ft59910yMzNp27Ytn3/+ebnTOio6R0RERJRZ71xcXJgzZw7Z2dnaVXkjIyOf+LUM//jHP57NxyYVaNq0qbqs6QPPogEDBpxSq9Vt/+j/ozijdKSMzZjjXCui5ORsQ57AVUZFDb0xPauPWA1RUUfK2IyxEMXTeFJH6s9IqSFLUHFHypiUPJ6ULD8lKLlMulLnV2NN0n+WGGP+z9MydB7s06qoI2VsFXWkjKmijpSxKXUuUvIc8WftSGnmcz7r+vfv/8x1pJ7NtQSFEEIIIYQQ4hkmHSkhhBBCCCGEqCTpSAkhhBBCCCFEJf31JlAIIYQQQgghnspfcd67UuSJlBBCCCGEEEJUknSkhBBCCCGEEKKSZGifEEIIIYQQf0MmJiZUqybPVfQlJSeEEEIIIYQQlSQdKSGEEEIIIYSoJOlICSGEEEIIIUQlyRwpIYQQQggh/qZk+XP9yRMpIYQQQgghhKikSj2RsrCwqKr/Q0d+fr4icdRqtSJxAB49eqRIHDMzM0XiKPUZAahUKkXiVK+u3APawsJCReIoVXYANWrUUCSOUnUcoKioSJE4Sq6YpFTdU6o+KFl2Sp0jlGybTE1NFYmjZJ5q166tSJznnntOkTig3BMDJT+n+/fvKxInLS1NkTgAbdu2VSyWeDbI0D4hhBBCCCH+pmRon/5kaJ8QQgghhBBCVJJ0pIQQQgghhBCikmRonxBCCCGEEH9TMrRPf/JESgghhBBCCCEqSTpSQgghhBBCCFFJ0pESQgghhBBCiEqSOVJCCCGEEEL8TckcKf3JEykhhBBCCCGEqCSjdKQePHhAWFgYHh4eODk54e/vz+7du7X7v/32W7y8vHB0dGTgwIFcv37doHihoaG0atUKFxcXfHx8WLt2LQAbN26kSZMm2lejRo2wt7fn7NmzesUZN24crVu3xtXVFV9fX20cgC1btuDv74+LiwudOnVix44deufnwYMHhISE4Obmhr29PR07dmTXrl0AHD9+nFdffRUnJycaNmxIQEAAN27cMHqchw8fMmzYMFq0aEHNmjU5dOiQ3vkBCAkJoWXLljRp0oQOHTqwZs0aADIyMrC1taVRo0ba17JlywyKFRYWRps2bXjxxRfx9fVl3bp12n3r1q3Dx8cHFxcXhg4dqnfZVZSn4pYuXYqtrS0HDhzQOw7AmDFjcHNzw9nZmZdeeonVq1dr9x04cABvb28cHBzo168fmZmZesd55513cHNzo2HDhjpxHj58yMiRI2nTpg1169bl8OHDBuXnwYMHhIaG4u7uToMGDfD19dWeI9LT07GxsaF+/fra1+LFi/WOtWLFCnx8fLCxsWH06NHa7enp6VhYWFC3bl3ta8GCBUaPU9z8+fOxsLBg3759escB+Oyzz+jQoQM1a9YkKChIu/3hw4e89dZbuLq6Ym5ubnC90+SpVq1aBAcH6+zLz89nwoQJODo6YmdnR7du3QyKVVytWrV0Xubm5kyYMMFo6RcXEBBA/fr1sbGx4cUXX+TLL780SrorV67E19eX2rVrlyq7jRs34unpia2tLV5eXmzdutUoMTXS0tLo27cvL7zwAg4ODowfPx6VSmXUGBpVVX5KHk/wuMzc3Nx49913AVCr1Xz22Wf4+fnRqlUrJkyYQF5enkExlLqGAOXajJUrV+Ln58fzzz/PmDFjdPZ9/fXXeHh4YGtry2uvvWbQtd7YsWNp0aIFjRo1wtvbW5ufkydPMnDgQFxcXGjWrBmjRo0yqF3X2LVrF4MGDcLPz4/XXnuNM2fOAFBQUMDChQvp2rUrnTt3LnVsC2GUoX0qlYoGDRqwbds2HBwc2L17N4GBgRw+fJiMjAwiIiL48ccfadKkCTNmzGD06NFs27ZN73jjx49n2bJlmJubc+nSJV5//XXc3d15/fXXef3117XvW79+PcuXL8fDw0OvOGFhYSxdulQbZ+DAgbRs2ZIXXniBsLAwVq1aRZcuXdi7dy/BwcEcP36cunXrVjqOSqXCwcGBHTt24OjoSGxsLMOHDycuLo7c3FxGjhzJyy+/TPXq1Zk8eTJjx45l8+bNRo1jb29Phw4dCAkJ4e2336502iWNHz+e5cuXa8uuf//+tGzZktq1awNw6dIlqlc3zsjScePGERUVhbm5OZcvX2bgwIG4u7tz9+5dFi5cyA8//ECjRo14//33CQ0NZePGjUbNU6tWrYDHDfOWLVuwtbU1OE+TJk3i448/xtzcnOTkZPr160fLli1xdHRk+PDhfPTRR/To0YMFCxYQGBio7RBX1sSJE/noo4+0edLEcXNzw9vbmzFjxjBq1CiD86Ope9u3b8fR0ZFdu3YxYsQIjh49qn1PRkaGUeqEvb0906ZNY8+ePdy/f7/U/hs3bigSJyUlhU2bNmFnZ2dwrPr16zN9+nR2795NQUGBzr6OHTsSFhbGkCFDDI5TPE8l44wbNw6VSsXp06d5/vnn9b5BVZbc3Fztz3fv3sXBwYGBAwcaLf3ipk+fzpdffom5uTkXL16kS5cutGnTBi8vL4PSLa8+XLt2jcDAQNavX0/37t2JjY1l2LBhJCYmUq9ePUOzAzxuq1544QUyMzPJzc2lZ8+erFixgrCwMKOkX5zS5adhzOMJYM6cOTrXBps3byYmJob169djY2PDu+++y7x581iyZIneMZS6hgDl2gx7e3vCw8NLnSMOHjzIBx98wE8//UTTpk2ZOnUqI0aMIDY2Vq84EyZMIDo6Wqdt8vDwIDc3l4CAAFatWoWpqSnTp09n/PjxbNiwQa84AMeOHeOTTz5h/vz5tGjRgpycHO2+yMhICgsL+eGHH7C2tiY5OVnvOM8qExMTqlWTAWr6MsqVrKWlJdOnT9f+3qNHD5ycnIiPj+fEiRP069eP5s2bAzBlyhRatGhBamoqjRo10iveiy++qP3ZxMQEExMT0tPTtRe0Ghs2bGDQoEF6j/0sK05aWhoqlQpra2v++c9/AtC1a1eee+450tLS9DoJWlpaMnPmTO3vvXr1wtnZmfj4ePr166fz3jFjxtCrVy+98lNRHGdnZ0JDQwEwNTXVK/3imjVrpv25eNlpOlLGVPxz0sRLS0sjPj6ePn36aPdPnDgRLy8v0tLSaNiwYaXjlJcnTb2bPn067733ns6xoK/yYp09e5ZmzZpp60V4eDiurq4kJyfj6upqUByNtLQ0WrduzTvvvAMYpz5YWloyY8YM7e89e/bU1r3WrVsbnH5xr732GgCnT58mKyvLqGlXJs7EiROJiIgwypOV8mKZmZkxfvx4wDifU/E4165d025PSkpi+/btXLp0CWtrawA8PT0NjleWTZs2Ua9ePXx9fask/RYtWmh/1hxbV65cMbgjoDkmS35GWVlZ2NjY0KNHD+Bx3be0tCQ1NdVoHam0tDRCQkL4xz/+gZ2dHT169CAxMdEoaZdUVeWn5PG0bds2rK2tadq0Kenp6QDs3buXQYMGUb9+feBxWzts2DDmzZuHhYWFXnGUuoYA5dqM4vW8+Dli586d9O/fHzc3N+Bxe+ji4kJKSgqNGzc2Sn5SU1O19UQjMDCw1HVSZX3++ecEBQXRsmVLAO1xmZaWxqFDh9i2bRtWVlYA2mtZITSqpAt68+ZNrly5oj0Q1Gq1dp/m5wsXLhgUY/r06TRq1Ag/Pz/q1avHyy+/rLM/MzOTuLg4Bg0aZFCcGTNm0LhxY/z9/bVxNMMKY2NjKSwsZMeOHZibm2tPIIa6efMmly9fLvMi98iRI2VuN3YcY5g2bRoNGzbEx8cHW1tbunbtqt3n5eVF69atmTBhArdu3TI41owZM2jSpAmdOnXSqQ9l1b2kpCS945SXpy1btmBmZqaTR0NNmTIFBwcH2rdvr4118eJFnQsZS0tLGjZsyMWLF/WOM3XqVBwdHenQoUOpz6mqaOpe8UbJ3d2d5s2bExISYpQ6UR5XV1eaNGlCcHCwzp1HY9q4cSPm5ub07NmzStJX2smTJ3FyciIiIgJHR0fatWtHTExMlcRavXo1w4YNq9LJzyEhIVhaWtK8eXPs7e3p3bt3lcXy9PSkWbNmbN++ncLCQrZu3YqZmRnu7u5GixEWFsb69evJz88nKyuL2NhYbcetKihZfmDc4ykvL4/o6Gidm4oaJduLhw8fkpaWZlA8Ja8hlGozylNWe2tIhz48PBwnJ6cK26ZffvnFoGuYwsJCLly4wO+//07//v155ZVXWLx4MQUFBSQkJGBnZ8cXX3xB165deeutt4wyrFT8tRi9I/Xo0SPGjBmjHbf/8ssvExMTQ0JCAvfv32fJkiWYmJiU+ei+MhYuXMjly5eJiYmhd+/emJmZ6ez/4Ycf8Pb2xsnJyaA4CxYs4NKlS2zevFkbx9TUlIEDBxIaGkrDhg0JDQ1l0aJFPPfccwbFgsflFxgYyJAhQ0o9aTl//jyLFi0iIiKiSuMYy6JFi7hy5QpbtmzRll2dOnWIjY3l1KlT7Nq1i7t37xISEmJwrAULFpCcnMzmzZvp1asXZmZmdO7cma1bt5KYmMj9+/dZvny5wXWvrDzdvXuX+fPnG+VzKS4qKor09HS2b9/OK6+8grm5Offu3dM+EdCwtrbm7t27esdZsmQJaWlpbNu2jT59+mBubm7ov16hR48eERQUxODBg3F1daVOnTrs37+f8+fPc+DAAfLy8nTmARlLnTp1OHz4MMnJyRw9epS8vDxGjhxp9Dh5eXnMmTOHqKgoo6f9R8nKyiIhIQFra2uuXLnCsmXLGD16tNEvxtLT0zl48CABAQFGTbekzz77jDt37nDw4EH69+9fpXXe1NSUIUOGMHLkSGrXrs3IkSP55JNPsLS0NFoMPz8/EhMTef7552nYsCGenp4G36WviJLlZ+zjKTo6mkGDBmFvb6+z3d/fnw0bNnD16lXy8vL4/PPPAQy+VlHyGkKpNqMs3bp1Y9OmTZw/f5779++zYMECTExMyM/P1zvNxYsXk5qaytatW7X5KS4hIYGlS5cyZ84cvWPcvn0blUrFvn37+Pe//83atWtJSkriq6++0j4UsLKyYseOHUydOpUPPviA1NRUveOJvx6jdqSKiop45513qFGjhnayeOfOnZk+fTrDhw+ndevWODk5YWVlpX18bghTU1O8vb25fv0633zzjc6+//73v7zxxhsGxygrzsGDB4mMjGTjxo2kp6ezadMmpkyZwvnz5w2KU1RUxOjRozEzM2Pp0qU6+65cucKAAQNYtGgRPj4+VRbH2IqX3ddff42lpSWtW7emevXq1KtXjwULFvDzzz8b5aRuamrKSy+9xPXr1/n222/x9/dnypQpjB49mvbt2+Po6IiVlVWpBtTQPC1ZsoRBgwYZ3GkvL1b79u25fv06X331FZaWlqUmQOfl5WmHHRga59q1a6xatcqgtCpSVFREcHAwZmZm2gsjKysrPD09tXUiKiqKffv2GTzRuyQrKyu8vLyoXr06tra2LF++nD179hg9TkREBEOGDMHZ2dmo6f6RLCwsqFGjBtOnT8fMzAw/Pz/8/f3Zu3evUeOsXbsWHx8fvYd9V4apqSm+vr5cvXqVFStWVFmcffv2MXv2bHbu3Elubi6xsbGEhIQYbY5ZUVERffr0oX///vzvf//jxo0b5Obm6gylrQpKlZ8xj6fExESOHDlS5g2UQYMG0adPH4YOHUrPnj1p3749gFHmZCl1DaGJpUSbUVKXLl2YNWsWQ4cO1S56UbNmTRo0aGBQusXzU7xtSklJ4a233iIyMpIOHTronb6mc/bGG29Qt25datWqxdChQzly5Ajm5uZUr16dUaNGUaNGDby8vPDy8iIuLs6gPD2LNMMnn/XXs8hoHSm1Wk1YWBjZ2dl888031KhRQ7svKCiIkydPkpSURN++fSksLDTqONPCwkKdx+/Hjx/nxo0b9OnTx2gx4PGE+fT0dBISEvD29qZVq1ZUq1aN1q1b06ZNG4NWulOr1YSEhHDz5k3WrFmjU34ZGRm8+uqrTJs2jcGDBxuUh4riVCWVSlXhEImioiKjxSosLNSOex8xYgRHjhzh7Nmz9O7dG5VKZbQncJo8HTp0iC+//BJ3d3fc3d3JysoiODiYTz75xChxisdq1qwZCQkJ2u337t3TbjdmnKqgVqsZN24c2dnZrF69uty6pzlZGrNOKBnn559/5rPPPqNhw4Y0bNiQq1evMmzYsD/1E6qyhqFVRaO2Zs2aKn8aVZJKpeLKlStVlv65c+fw8fHB09OTatWq4eXlRbt27di/f79R0r99+zYZGRmEhIRgbm5OnTp1GD58ODt37jRK+k9S1eVnzOPp2LFjZGVl4e/vT/v27fnPf/5DbGwsr776KtWqVWPixIkcOHCAI0eO4OLigq2trdEWt4CqvYYoK5YSbUZxY8aM4ezZs6SmptKvXz9UKpXRpjwUb5syMzMZOHAgkydPNviGubW1NfXq1SvzfNa0adNS257Vi3nxxzFaR2ry5MkkJyezbt06nYmZBQUFJCYmolaruXr1KpMmTWLMmDHUqlVLrzg5OTnExMRw7949CgsL2b9/P5s3b8bPz0/7ng0bNvDKK68YdMelZJyff/6ZmJgYfH19ad26NceOHdPePfr11185fvy4QZ3DiRMnkpSUxIYNG3TK79q1a/Tp04fg4GACAwP1Tv9JceDxEtWaVXgePnxIQUGBzpjnp5Wdnc3mzZvL/IxOnTrF5cuXKSoq4vbt28yaNYuOHTuWGnrwtHJycvjxxx/L/JwKCgq4ePEiarWarKwspk2bRmBgoF51r6I8/fe//+XAgQPs27ePffv2YWdnx5IlS/Re7S47O5tNmzZx9+5dCgsL2bdvH5s2bcLf359XXnmFCxcusGXLFgoKCliyZAlubm56TRouK07xY6l4fXj06JHe9UFj0qRJJCUl8f333+vUvZMnT3Lp0iVtnQgPD8fPzw8bGxu94qhUKgoKCigsLKSwsJCCggJUKhXHjx8nOTmZoqIibt26xeTJk/H39zd6nJ9++omTJ08SFxenXRHzk08+0S7eYcxYYLzjtnicoqIinTi+vr44OjqyZMkSVCoVv/zyCwcPHjTqfLqjR4+SlZVVZav1weO5ed9//722zsfGxvL999+XmmOrj/I+Iy8vL44ePap9AhUfH8/Ro0eNNkeqbt26NGrUiM8//xyVSkVubi6rV6/WTpw3pj+i/Ix5PGnmuGzdupWtW7cyePBgOnfuzKpVq8jNzSU9PR21Ws2lS5eYP38+YWFheq9mpuQ1hFJtBpR/jtDMKVKr1WRmZhIWFkZISIheC0xp2tuSbZO/vz/Xr19nwIABBAYGMmLECL3yUFLfvn1Zv349t2/f5s6dO3z33Xf4+vri6emJnZ0dX3/9NSqVirNnz3Lq1CmDnoCJvx6TyjS4v//+e5lvzszMpFWrVtrHoBrLli2je/fuvPLKK6SlpWFlZcWQIUOYNWtWhStMPXjwoNx9OTk5jB49msTERIqKinBwcCAwMJBhw4YBjzturVq14ssvv9TpXJWlorzfunWrzDhDhw4F4KuvvuLLL78kOzubOnXqMGLEiApP7DVr1ix3X0ZGBi1atChVfh999BEpKSnMnz+/1Hh6fb43oaI4b775Ji1atCAjI0Pnb86fP1/mkIqKxj3n5OQQFBREQkKCtuyCgoIICAhg06ZNzJ8/n5ycHGrWrEmnTp14//33K1y9qqLvQ7l16xbBwcE6n9OoUaMYOnQo//vf/3j99de1de/NN98kPDy83LpX0ZLYFeWppLZt27J06VI6depUbnpPijVy5EjOnz9PUVERjo6OBAcHa5el//nnn5k2bRpXr17Fy8uLf/3rX+UOK6yojmviaPLk6OjI6NGjtXHatGlT6vtGTp8+XW6sip5uZmRk0LJly1J1Lzo6mmrVqjF37lxtnejSpQvz5s0rdxn5kvMhS4qIiCAyMlJn26xZs3BxcWHOnDlkZ2drV8yKjIzU+45zeXFmz56ts+3FF19kxYoV2hW6yvKki7UPP/yw1By82bNn89577+Hq6qp9AquRlJRU7sqUhYWF5caJiIhg/vz5OttmzpzJ7NmzSUxMJCQkhPPnz+Pk5MScOXMqnIdT2afdY8eOJT8/v9Qw7SepzGqF2dnZDBo0iLNnz1JUVISzszNhYWHlfm9RSRXNl4mMjCyz7GbNmsXKlSv59NNPuXnzJnXr1iU4OLjC1eeeVMdLio+PZ/LkyZw7dw5TU1O6dOlCdHT0U30Vg1LlV1G7DsY9np52tc6PPvqI9PR0li1bRmpqKsHBwVy/fp3nn3+e4cOHP/HmZUVzmox9DVHRPDRjthlPmu8WGRlZ6vv3ZsyYQWhoKD169CA1NRUrKysCAgJ4//33K6xf5R1POTk5jBo1qlTbFBAQwJIlS1i8eHGpsi95DizuSaMsVCoVUVFRxMbGYmZmRrdu3QgLC8Pc3JwrV64QGRnJpUuXsLe3Z+zYsXTp0qXctNq2bfune2Tl6uqq/vTTT//of+OpdO/e/ZRarW77R/8fxRmlI2VsTzrhGoshd9crq6KO1J+RIRNIK6uqvliyJGN9r9WzFEvJOq7UMNHKXmT+GSj5HR4VdaSMSan6YIxl35+WoQsPPC0l67hS5adUuw5P35EylDEWmHpaVb0IkNJxQLnjqaqGq5dFOlJV61nsSMk3cAkhhBBCCCFEJSl3C14IIYQQQgjxTJFFNPQnT6SEEEIIIYQQopKkIyWEEEIIIYQQlSQdKSGEEEIIIYSoJJkjJYQQQgghxN+QiYmJoivH/tVIyQkhhBBCCCFEJUlHSgghhBBCCCEqSYb2CSGEEEII8Tcly5/rT55ICSGEEEIIIUQlSUdKCCGEEEIIISpJOlJCCCGEEEIIUUmVmiOVm5tbVf+Hjpo1ayoS58GDB4rEAbh3754icZQqO0tLS0XiAKhUKsViKUWp8ciPHj1SJI6SsapXV25qp6mpqSJxlKzjf7VlbqXsDKPUuUjJORg2NjaKxVJKamqqInGcnZ0ViQNgZmamSJy7d+8qEkf8Pf31WgUhhBBCCCGEqGLSkRJCCCGEEEKISpLlz4UQQgghhPibkuXP9SdPpIQQQgghhBCikqQjJYQQQgghhBCVJEP7hBBCCCGE+JuSoX36kydSQgghhBBCiD81ExOTuyVehSYmJp/8/30NTUxM1CX2v2doTHkiJYQQQgghhPhTU6vVVpqfTUxMrIAbwA8l3lZLrVYb7QsI5YmUEEIIIYQQ4q/kdeAmcKgqgxi9I5WamkqzZs2YNGkSAJ9++inu7u7aV/PmzWnSpAm3b9/WO8bYsWNp0aIFjRo1wtvbm9WrVwNw8uRJBg4ciIuLC82aNWPUqFHcuHHD4DylpKTQpEkTwsLCtNs2b96Mt7c3Li4uBAYG8vvvvxsUIzQ0FA8PD5o2bUrHjh1Zu3atdl9+fj7Tpk3Dzc0NFxcXXnvtNb1irFy5El9fX2rXrk1wcLDOvo0bN+Lp6YmtrS1eXl5s3brVoPysXLkSPz8/nn/+ecaMGaOz7+uvv8bDwwNbW1tee+01rl+/rnecBw8eMG7cONzd3XFwcMDX15fdu3dr9+fn5zN58mQaN26Mk5MTvXr1eqbjaGKFhobi7u5OgwYNSsXSWLRoETY2Nuzfv1/vWO+88w5ubm40bNiQl156SXssPXz4kJEjR9KmTRvq1q3L4cOH9Y6hdCyl6vmKFSvo2LEj1tbWBAUFabdfuHCBjh07Ymdnh52dHb169eLChQvPfH7gcZ58fHywsbFh9OjR2u3p6elYWFhQt25d7WvBggUGxSquVq1aOi9zc3MmTJhgtPSLu3DhAt27d6du3bo0b96cmJgYo6RbXtkVN3/+fCwsLNi3b59RYoKyZfevf/2Ltm3bYm5uzogRI4yadnnH07Fjx+jduzf29vY4ODgwZMgQg9oMUO4aQulrldjYWAYOHIivry/9+vXjzJkzXLt2jbZt2+Ln56d9ffnll898nipqB9PT07GxsaF+/fra1+LFi/WK06tXL53Xyy+/zMcff3N9oQAAIABJREFUfwzA7t27dfb17NmTLl26kJSUpHe+nkUmJiZ/mlclDQe+VavV6hLb001MTK6amJisMjExqWto+Rl9aN+cOXPw8PDQ/h4aGkpoaKj29+joaE6cOMHzzz+vd4wJEyYQHR2Nubk5ly5dol+/fnh4eJCbm0tAQACrVq3C1NSU6dOnM378eDZs2GBQnmbPnk2rVq20vyclJTF9+nS++eYbWrZsSXh4OLNmzeKzzz7TO0ZYWBjLli3T5mnAgAG4u7vTqlUrpk6dikql4uDBg9SuXZvz58/rFcPe3p5p06axZ88e7t+/r91+7do1AgMDWb9+Pd27dyc2NpZhw4aRmJhIvXr19I4VHh7Onj17KCgo0G4/ePAgH3zwAT/99BNNmzZl6tSpjBgxgtjYWL3iqFQqGjRowPbt23F0dGTXrl2MHDmSI0eO4OzszMSJE1GpVBw/fpzatWvz66+/PtNxNLEcHBx0Yo0YMYKjR4/i7OwMPO7cx8TEYGdnp3ccgIkTJ/LRRx/pHEstW7bEzc0Nb29vxowZw6hRowyKoXQspeq5vb0906dPZ/fu3Tpx7O3tWbduHc7OzhQVFbFy5UoCAgI4efLkM52fimJp3Lhxg+rVjT8iPDc3V/vz3bt3cXBwYODAgUaPo1KpeP311wkODmbHjh0cPHiQ/v37c/z4cVxdXQ1K+0lll5KSwqZNmww+ZktSquwA6tevz+zZs4mNjS0zj4Yo73jKzc0lMDCQbt26Ub16dSZOnEhwcLBBNw2UuoZQ8lolLi6OTz75hAULFtCiRQtycnKAx3UeYP/+/UY5dpXKU0XtoEZGRobBedqxY4f25/v37zNgwAA6deoEQLdu3ejWrZt2/86dO1m9erXB5wphkLomJibFG9Mv1Gr1FyXfZGJi4gx0AgKLbc4B2gHxQB3gU2At0MOQf8ioLeLWrVuxtrbG09OT9PT0UvvVajWbN29m/PjxBsVp1qyZ9mdNLzU1NbXUk5rAwED69etnUKwff/wRa2trvLy8SEtLAx4/jeratSvt27cHYOrUqXTp0oW7d+9iZWVVQWrlKytPaWlpPPfcc8TGxnLmzBlq1qwJoNOpqwxNWZw+fZqsrCzt9qysLGxsbOjR43Fd6tmzJ5aWlqSmpup9QVY81rVr17Tbd+7cSf/+/XFzcwNg+vTpuLi4kJKSQuPGjSsdx9LSkhkzZmh/79mzJ05OTsTHx/PgwQN27NhBQkIC1tbWALRu3Vqv/CgVp7xYzs7OxMfHaztSU6ZMYe7cuUyePFnvOKBb7zTS0tJo3bo177zzDgCmpqYGxVA6llL1XHO+OXXqlE4czZMBeHzOMzU15cqVK898fuD/8lQylpI2bdpEvXr18PX1NXraFy9e5Pr160yYMAETExO6dOmiHQEwd+5cg9J+UtlNnDiRiIiIKntaBFVbdgADBgwAHj99uHr1qlHTLu940tRvjbFjx+pc3OpDqWsIJa9VvvjiC4KCgmjZsiWA9hxQvP01BqXyVFE7aEj7WpEDBw5Qu3ZtnYcBxcXGxtK9e3dZ4e6PlaNWq9s+xfsCgMNqtTpVs0GtVt8FNJ2w30xMTMYB101MTGqq1eo8ff8how3ty8vLY/ny5cyaNavc95w4cYJbt27Rs2dPg+OFh4fj5OREhw4dsLW1pWvXrqXe88svv5R58fa08vLyiIqK4v3339fZnpycrO0IADRs2JAaNWqQkpKidyyAadOm0ahRI3x9fbV5OnPmDA4ODixZsgQ3Nzc6d+7Mtm3bDIpTkqenJ82aNWP79u0UFhaydetWzMzMcHd3N2ocjeJPWTU/JyYmGiXtmzdvcuXKFZo3b86pU6dwdHRkwYIFNG7cmI4dO/Ljjz/+qeJoYl2+fJnmzZsDjzvy5ubmdO/e3SjpT506FUdHxwqPJWNRMlZJStdzW1tbbGxsmDRpEuHh4UZPX+n8ALi6utKkSROCg4O1d7yNbfXq1QwbNkyxixW1Wk1CQkKVxti4cSPm5uZGafsqonTZ/REOHz6s0/7qS4lrCKXiFBYWkpiYSG5uLq+99hq9e/dm0aJFOqNB+vbtS+/evZk7d67OU0x9KFV2xZVsBwHtdJGQkBBu3bplcIxdu3aV21G6ceMG586dM1q7+6z5o4fsVcHQvreBb57wHs3FqEF9IaN1pJYvX84bb7yBvb19ue/ZuHEjvXr1wtLS0uB4ixcvJjU1la1bt/LKK69gbm6usz8hIYGlS5cyZ84cvWMsWbKEt956i/r16+tsv3fvnvbJg0bNmjW5e/eu3rHg8ZyXy5cv8+OPP9K7d2/MzMy4fv06Fy9epGbNmsTHxzN//nzGjx9PcnKyQbGKMzU1ZciQIYwcOZLatWszcuRIPvnkE6N8TiV169aNTZs2cf78ee7fv8+CBQswMTEhPz/f4LQfPXrE6NGjGTx4MK6urly7do3ExESsra25ePEiixcvJiQkxODxzUrF0cQKCgrSxsrLy2PevHksXLjQ4LQ1lixZQlpaGtu2baNPnz6ljiVjUjJWSUrWc4DffvuNmzdvEh0dXSV3UJXMT506dTh8+DDJyckcPXqUvLw8Ro4cafQ46enpHDx4kICAAKOnDfDiiy9Sr149li5dyqNHj9i9ezcHDx40+jC14vLy8pgzZw5RUVFVFgOqvuyeBb/++ivz589n/vz5BqelxDWEUnFu376NSqVi7969fPnll6xbt46kpCT+85//UKtWLb799lu2bt3K6tWruXfvHrNnz37m81RcyXawTp067N+/n/Pnz3PgwAHy8vJ05tXp48aNG5w9e7bUE1CNXbt20bJlywqvccWzwcTEpCPQgBKr9ZmYmHibmJi8aGJiUs3ExKQO8DHws1qt/p8h8YzSkUpMTOTIkSMVzm+4f/8+O3bs0A4NMAZTU1Pat2/P9evXWbVqlXZ7SkoKb731FpGRkXTo0EGvtBMSEjh8+HCZk4YtLS3Jy9N9CmjIsL7iTE1N8fb25vr163zzzTf84x//oEaNGkyaNAkzMzM6duyIj48PBw4cMDiWxr59+5g9ezY7d+4kNzeX2NhYQkJCOHv2rNFiaHTp0oVZs2YxdOhQ3NzccHZ2pmbNmjRo0MCgdIuKihgzZgxmZmYsWbIEQFt2U6dOxczMDF9fX3x9fQ2a6K1UHE2s4OBgzMzMtBdhCxcu5K233tIO8TMWzbF07do1nWOpKigZqzgl67mGpaUlo0ePJjAwkJs3bxo1bSXzY2VlhZeXF9WrV8fW1pbly5ezZ8+eUudBQ61duxYfHx8aNWpk1HQ1atSowQ8//MCOHTtwdHQkOjqagQMHGnz+qUhERARDhgwx+jFbUlWX3R/typUr9OvXj6ioKKMNXazKawgl42g6Mm+++SZ169alVq1aDB06lCNHjvDcc8/h5uZG9erVqVOnDuHh4cTFxXHv3r1nOk8aZbWDVlZWeHp6Ur16derVq0dUVBT79u0z6Hy0e/du3N3dy+0o7dq1q9xOlnjmDAc2lTFcrzGwE8gDzgMPgMGGBjPKHKm4uDiuXr2qPbnl5+dTWFjI5cuXtRNCY2NjsbGx0c4rMiaVSqWdv5SZmcnAgQOZPHkyb7zxht5p/vLLL2RmZuLt7Q08fgpVWFjIpUuX6Ny5s85QtPT0dB4+fKjXHJ/yaPJU1oFr7GEb586dw8fHB09PTwC8vLxo164d+/fv13s+VkXGjBmjXcnv0qVLLF682KChGmq1mnHjxnHz5k1++OEHatSoAVDmECdDyk6pOMVjZWdn68Q6cOAAWVlZ2lWXcnJyGDFiBBMnTtSulGmI4sdSVVMyFihfzzWKiorIz8/n2rVres9dKssflR/4v/pdVFRk1HTXrFnD1KlTjZpmSR4eHuzdu1f7u7+/f5U+xfn555/Jysriiy8ez4fOzs5m2LBhvPvuu0yZMsVocZQouz9Keno6vXr1YsaMGQwdOtTo6VfFNYSScaytrbG1tdXZVl4bpNleeiEz/VRl2ZXXDpZkjPPRrl27GDy47GvqX3/9lVu3bmkXoRDPNrVaPaac7d8B3xk7nlGeSA0ePJiff/6Z7du3s337doYMGUKXLl34+uuvte/ZtGkTAwYMMPgCMzs7m82bN3P37l0KCwvZt28fmzdvxt/fn+vXrzNgwAACAwMNXppVczcnNjaW2NhYAgICePnll1m7di39+/dnz549HDt2jPz8fKKioujVq5feT6Sys7OJiYnRdtb279/P5s2b8fPzo3379jRo0ICPP/5YuyrckSNH6Ny5c6XjqFQqCgoKKCwspLCwkIKCAlQqFV5eXhw9elR7Jzs+Pp6jR48aNNdCE6uoqEgnVkFBAQkJCajVajIzMwkLCyMkJITatWvrHevdd98lOTmZ77//HgsLC+32jh074uDgwLJly1CpVMTFxXH48GFefvnlZzoOwKRJk0hKSioVa8uWLdr0Dx8+jL29PdHR0eUut1yR7OxsNm3aVOpY8vPzAx4vP6sZY//o0SMKCgr0bnyVjKVUPS8vzp49e4iPj6ewsJA7d+4QHh5O7dq19Z4v8EcctyVjHT9+nOTkZIqKirh16xaTJ0/G398fGxsbvWOVdPToUbKysqpsxTmNc+fOUVBQQH5+PsuWLePGjRu8/fbbBqdbXtn99NNPnDx5kri4OOLi4rC3t+eTTz7RLrBiDEqVXXl5rMq0s7Ky6NmzJ2PHjtXrPFeSUtcQSsXR6Nu3Lxs2bOD27dvcuXOHdevW4efnx/nz50lLS6OoqIjc3FyioqLw8vLS63pF6TyV1w6ePHmSS5cuUVRUxO3btwkPD8fPz0/v89H58+fJyckp97oqNjYWPz8/nnvuOb3S/zP4o+c+VdHy54owqczFSmpq6lO9OTo6mvT0dJYvXw48Hnvq5+fH7t27adiw4RP/XrM6XVlycnIYNWoUCQkJFBUV4ejoyOjRowkICGDJkiUsXry4VGUvawVBeHzx9rSWLl1KWloan3zyCfB4wv+CBQv4/fff8fPzY+nSpRV2BipaojMnJ4egoCASExMpKirCwcGBoKAghg0bBjxeaWry5MkkJibi4ODAjBkz6N27d5lpVVR2kZGRpcaWz5w5k1mzZrFy5Uo+/fRTbt68Sd26dQkODq5wdakn1ZvIyMhS3zMzY8YMQkND6dGjB6mpqVhZWREQEMD7779f4WptFTXUGRkZeHh4YG5urlPGmjl7Fy5cYPz48SQkJODo6Mjs2bPp27dvhf+7EnEqOiFkZGTQsmXLUrGio6NL3eVr2bIlH3/8MV26dCkzrUePHpUbJycnh5EjR5Y6ljQXlW3atCEzM1Pnb06fPo2Tk1O5aSoRq3iDWhZj1vOK6uWHH35IZGSkzrZZs2bh5ubG3LlzycrKwsLCgrZt2/Lhhx9qV9MqS2FhoSL5AahWrfz7ZxEREWXmycXFhTlz5pCdnY21tTX//Oc/iYyMrHAp78ouSzx27Fjy8/P55psnzQ/WVdkO9/Tp0/nqq6949OgRvr6+LF++nKZNmz7V31b0OZVXdiXno7z44ousWLGCf/7zn+WmpVTZVTbWBx98UGp1wzlz5vDBBx888W+f1N6WdzyZmJgQERFRau5fRYsLVDTEy5jXEBUxdpwn/Q8qlYqoqCh27tyJubk5Xbt2Zfz48ezfv5/PPvuM27dvY2lpibe3N+PHj6du3bK/PqeiIajGzpOZmVm5+ypqB6tVq8bcuXPJycmhZs2adOnShXnz5pV6Kqdx+vTpcuPA4+u7Bw8eMHPmzFL7Hj58yIABA5g7dy5eXl4VpgPQuXPnZ/NqvwLNmjVTG/LdYkry8/M79ZSr9immSjpShqqoM2BMlelIGaoqvnulLEqVnbGGBTwNY93xfJYodWeloo7Un9WTOlLGZKyl35+kogt0Y6uoI2VMSp3zlDwXKfU5KVV2SsZSsr019ty9Z4E+nTl9VPVcvuIq6kgZ05M6UsYkHamq9Sx2pJQ7WwshhBBCCCGeKc/qsLk/A2VuTQohhBBCCCHEX4h0pIQQQgghhBCikmRonxBCCCGEEH9TMrRPf/JESgghhBBCCCEqSTpSQgghhBBCCFFJ0pESQgghhBBCiEqSjpQQQgghhBBCVJJ0pIQQQgghhBCikqQjJYQQQgghhBCVJMufCyGEEEII8TdkYmIiy58bQJ5ICSGEEEIIIUQlVeqJVH5+flX9HzpeeOEFReKYmpoqEkfJWGq1WpE4Dx8+VCSOkpQqOwALCwtF4ih1zAI8evRIkTiWlpaKxAHl6rmSdwOVOhcVFBQoEqdGjRqKxAG4deuWInHq1KmjSByA6tWVGZiiZJuh1OekVNkB1KpVS5E4SraD9+/fVyROfHy8InEAOnfurFgs8WyQJ1JCCCGEEEIIUUkyR0oIIYQQQoi/KZkjpT95IiWEEEIIIYQQlSQdKSGEEEIIIYSoJBnaJ4QQQgghxN+UDO3TnzyREkIIIYQQQohKko6UEEIIIYQQQlSSDO0TQgghhBDib0qG9ulPnkgJIYQQQgghRCVJR0oIIYQQQgghKsloHakRI0bg6elJu3btaNeuHX369NHuW7t2LT169MDb25s33niD06dP6x3nwYMHhISE4Obmhr29PR07dmTXrl0APHz4kGHDhtGiRQtq1qzJoUOHDIoTFhaGh4cHTk5O+Pv7s3v3bu3+b7/9Fi8vLxwdHRk4cCDXr183KFZoaCju7u40aNAAX19fnVgaixYtwsbGhv379+sdJyQkhObNm2NnZ0eHDh20ZQewf/9+2rRpwwsvvECvXr3IyMjQO05FZbd582a8vb1xcnKiffv2bN++Xa84SscaM2YMbm5uODs789JLL7F69WrtvgMHDuDt7Y2DgwP9+vUjMzNT7zgrVqzAx8eHWrVqERwcrLMvPz+fCRMm4OjoiJ2dHd26ddM7DkBoaCitWrXCxcUFHx8f1q5dC8DGjRtp0qSJ9tWoUSPs7e05e/asQfFSU1NxcXFhwoQJAOzdu5cBAwbg7u6Ol5cX4eHh3L1716AYmvKzsbFh9OjRZb5n/vz5WFhYsG/fPr3jaI7bFi1aUL9+fXx8fLTH08WLF+nUqRNOTk44OTnx6quvcvHiRb3jlHfOO378OK+++ipOTk40bNiQgIAAbty4oXeeVqxYQceOHbG2tiYoKEi7/cKFC3Ts2BE7Ozvs7Ozo1asXFy5c0DuOUudxJfNUXEpKCk2aNCEsLAyA3377jZEjR+Ll5YWDg4NB5wdQro6X9K9//Yu2bdtibm7OiBEjjJauUseSRkBAAB4eHnh6euLp6UnPnj1LvWfmzJk0a9aM9PR0veMMGTIENzc3PDw88PDw0Dlfb9myBX9/f1q2bMk777xDbm6u3nE00tLScHNz49133wVArVbz2Wef4efnR6tWrZgwYQJ5eXkGxRg7dizu7u40btyY9u3bs2bNGgCSkpLo1q0bLi4uuLi48Prrr5OUlKR3nNDQUDw8PGjatCkdO3bUtk3wuB2cNm0abm5uuLi48Nprr1Uq7UOHDrF06VKmTJnCunXrtNtVKhWrVq1i3rx5TJo0icuXL+v8nVqtZuvWrcyaNYtZs2axdetW1Gq13nkUfw1GfSI1c+ZMTpw4wYkTJ9i2bRsA586dIzo6mmXLlhEXF8eAAQOYMGEChYWFesVQqVQ4ODiwY8cOsrKyeO+99xg+fLj2ZNehQwf+/e9/Y2tra1BeVCoVDRo0YNu2baSlpTFr1iwCAwPJyMjg8OHDREREsGbNGq5cuYKzs3O5jVll8rR9+3YyMzOZPXs2I0aM0DmBp6SkEBMTg52dncF52rlzJ9euXeP999/n7bffJj09nZycHIYOHcp7771HZmYmnp6eDB8+3KA4ZZXdtWvXeOedd4iIiCA9PZ158+YRHBxMdnb2Mx9r0qRJnDlzhvT0dNasWcP8+fOJj4/n1q1bDB8+nJkzZ3L58mVat25NYGCgXjEA7O3tmTZtGm+//XapfePGjeP333/n9OnTZGVlsWjRIr3jAIwfP57jx49z6dIlvv76axYtWsTZs2d5/fXXuXLliva1cOFCnJ2d8fDwMCje7NmzddLIy8tj/PjxnDhxgr1793Ljxg0iIyMNiqEpv/Lqb0pKCps2bTLoWIL/q3s//fQTV69e1Tlu7ezs+Pbbb0lPTyc1NZVevXoxcuRIveOUd87Lzc1l5MiRnD9/nsTERKysrBg7dqzeebK3t2f69Omlys7e3p5169Zx/fp1srKy6NOnDwEBAXrHUeo8rvnflchTcbNnz6ZVq1ba36tVq0bnzp354osvjJK+UnW8pPr16zN79mxGjRpl1HSVOpaKe++99zh9+jSnT59m586dOvtOnTql943EkubMmcO5c+c4d+6c9iZfcnIy7733HlFRUcTFxWFhYcGcOXOMEqv4+XXz5s3ExMSwfv16jh49SkFBAfPmzTMoxoQJEzh16hQpKSmsXr2aBQsWcPbsWezs7PjPf/5DcnIyFy9epGfPnqVuBFZGWFgYJ06c4PLly3zzzTcsXLhQeyNv6tSp5ObmcvDgQS5evMjcuXMrlbaNjQ3du3fH29u71L7GjRszbNgwatasWWrfL7/8wq+//srUqVOZOnUqCQkJHD16VL8MPmNMTEz+FK9nUZUvNpGVlUWTJk1o0aIFAK+++ioRERHcvn2bF154odLpWVpaMnPmTO3vvXr1wtnZmfj4eJydnQkNDQXA1NTUoP/b0tKS6dOna3/v0aMHTk5OxMfHc+LECfr160fz5s0BmDJlCi1atCA1NZVGjRrpFWvGjBna33v27KmTJ02MuXPnMnnyZIPyNGvWLO3vmrI7c+YMt2/fpnnz5gwYMAB43Cl2dnYmKSmJF198sdJxyiu7+vXrY2Njo70z1717d5577jlSU1P1rg9KxWrWrJn2Z81BnZaWxtmzZ2nWrBn9+vUDIDw8HFdXV5KTk3F1da10HM3dtdOnT3Pt2jXt9qSkJLZv386lS5ewtrYGwNPTs9LpF1f8s9XkKT09XeciEGDDhg0MGjTIoBPZli1bsLa2xsvLS3vBXPxOooWFBYMHD2bZsmV6xyiepqazWdLEiROJiIjQPhXTV0Xnon79+lGrVi3g8V1MU1NTUlJSqiROcWPGjKFXr156xYH/K7tTp07plF2tWrVK5efKlSt6x1HqPA7K5Unjxx9/1NbztLQ0AF544QWGDx+OSqUyOH1Qro6XpGkfTp48ydWrV42WrlLH0tNQqVRERESwcOHCUseXsWzZsoV//vOfvPTSS8Djz6tnz57cvXsXKysrvdLctm0b1tbWNG3aVHt+3bt3L4MGDaJ+/frA4/PDsGHDmDdvHhYWFnrFKa8dbNWqFTY2NsDjz6latWra+m/MOM899xyxsbGcOXNG29kp2V49iaazmZmZqfMksHr16nTq1Al4fPOjpBMnTtC5c2dtfezcuTNxcXH4+PhULnPiL8WoT6Q++ugjfH19GTZsGMePHwfAz8+PoqIizp07R2FhIZs3b6ZZs2bUrVvXKDFv3rzJ5cuXdQ66qnDz5k2uXLmijVP8ca7mZ2MNC9HkSdNR27x5M+bm5nTv3t0o6Wv89ttv2jgXLlzA3d1du8/S0pJGjRoZJU/Fy65Nmza4urqyY8cOCgsL2b59O2ZmZtqO9rMea8qUKTg4ONC+fXtsbW3p2rUrFy9e1EnT0tKShg0bGjz8pKSTJ0/i5OREREQEjo6OtGvXjpiYGIPTnT59Oo0aNcLPz4969erx8ssv6+zPzMwkLi6OQYMG6R0jLy+PpUuX8v7771f4vmPHjunV+XxaGzduxNzcvMyhPIYqedwCODo68sILLzB16lSDboKUFaesc96RI0eq9Fxoa2uLjY0NkyZNIjw83GjpKnUeL4sx85SXl0dUVNQT63lVqso6rhQljqVly5bRvn17Bg8ezLFjx7Tbv/nmG9q2bVvpG4jliYqKol27drzxxhvExcUBcOnSJZ267uzsTI0aNfTueOTl5REdHa3TGdUoea3y8OFDgzo48PhmobOzMx07dsTW1lanzWjatCmOjo7MnDnT4I78tGnTaNSoEb6+vtr29syZMzg4OLBkyRLc3Nzo3LmzdgRUVbtx4wYNGjTQ/l6/fn2DhlKLvwajPZF69913adKkCTVq1GDHjh2MGzeO//73vzg6OtK1a1fefvtt1Go1NWvWZMWKFUZ5RPfo0SMCAwMZMmSI0U565cUZM2YMb731Fq6urrz88ssEBQUxcuRIGjduzJIlSzAxMeH+/ftGiRUUFMTgwYNxdXUlLy+PefPmGeWCuWSc4mV37969Up1bGxsbg+erlCw7gDfffJPg4GAKCgowMzNj1apVWFpaGhRHqVhRUVEsWrSIEydOcPjwYczNzbl37x516tTReZ+1tbXBZVdSVlYWCQkJ9OvXjytXrnDs2DEGDBhAs2bNDLoAXbhwIZGRkZw8eZKjR49iZmams/+HH37QzjPTV1RUFG+++Sb29vblvufgwYP897//ZcuWLXrHqUheXh5z5swxaJ5ceTTH7ZAhQ3Q6gpmZmdy7d49169bh6OholDjlnfPOnz/PokWL+O677wyOU57ffvuNe/fusWbNGoPqQ3FKncfLY8w8LVmyhLfeekv7BEBpVVnHlaLEsTRlyhSaNGmCmZkZ27dvZ+zYscTExFCjRg3Wr1/Pxo0bDc0G8LjD0bRpU2rUqMH27dsZM2YMW7ZsIT8/v9TQsZo1a+rdZkRHRzNo0KBS51d/f3/+/e9/07t3b2xsbPj8888BDL5WWbx4MQsWLODEiRMcPXoUc3Nz7b7Lly9z79491q9fb/DntGjRIubPn6/TNl2/fp2LFy/yyiuvEB8fz8mTJxk2bBiurq5VehMOHs/l+8c//qH93cLCggcPHqBWq5/ZYWdP41keNvdnYLQnUh4eHlhaWmJmZka/fv1o06YNhw4dYuPGjcTExBATE8OZM2dYuHD836evAAAgAElEQVQhoaGh3Lx506B4RUVFjB49GjMzM5YuXWqkXJQd55133qFGjRosXrwYePw4VzPmvnXr1jg5OWFlZWVw41lUVERwcPD/Y+/O46IqFz+Of0ZkUAdFU8MFcAtFZB00EFCzumqpmVaiiKaJaKDiVi6oeZNcrolL3TK71yX3SiFQ0SzFHQ0JF1A0RXBBRc1QFGSW3x/eOT9GluTMMGU979eL18s5ZzzfOec885zznPOcZ1AqlXz88cfAo5PcAQMGSF38zEGn0xEaGopSqZS6UalUKvLz843el5+fL7ubgSHn8W2XlJTErFmziI+P5/r16yQkJBAZGcnJkyflr5CFs6ysrPDz8yM3N5cVK1agUqlKPcB79+5dk7ZdWWrWrIm1tTVTpkxBqVTSqVMnOnfuzI8//mjysq2srPD19SU3N5fVq1cbzfv222/p37+/7GWnp6dz4MABowf9H5eamsrYsWNZtmwZLVu2lJ1VkejoaIKDg836XYL/r4usra2l721JKpWK4cOHM3LkSNnP55XMKavOO3/+PP369WP+/PlV3s1EpVIxYsQIhg8f/tTU47/HHOtkKOemPC9rqqoq45Ziqe+Sp6cntra2KJVK+vbti1qtZu/evcyZM4fw8PAyn4+Rw8vLC1tbW2xsbOjXr5+UU6tWrVKNJrnd+jIyMjh48GCZz4299dZb9OrVi0GDBtGjRw/8/PwAzPLsnOE4ePXqVVatWmU0T6VSMXToUEaPHm3SfjLklDw21ahRA2tra8aPH49SqcTf35+AgAD27t1rUs6TsLGxobCwUHpdWFiIjY2NaIT8zVXZ8OcKhQK9Xk9mZiZdunShefPmVKtWjcDAQBo2bEhaWprsZev1esLDw7lx4wZr167F2trajJ/cOGfMmDHk5eWxevVqo5zQ0FBSUlLIzMykd+/eaLVao24IcrIMlc6aNWukrL1797Js2TJpJJzLly8zdOhQFi1aJDvHsO3WrVsn5bRt25ZTp05J7ysoKCArK0v2OpW37U6ePIm/vz/e3t5Uq1YNtVqNj48PSUlJsnIsnVWSRqPh4sWLuLi4kJ6eLk0vKCiQpptTya6XBuauwLVarVG3j6NHj3Lt2jWjUTgr6/Dhw1y+fJmOHTvi4+PD8uXL2b59O6+++irw6E7K8OHDWbBgAYGBgaauQrmSkpL47LPPaN68Oc2bN+fy5cuEhISUecL2pPR6PREREeTl5VVYF+l0Oh48eGD0zFtlc8qr83JycnjttdeYPHkyAwcOlLX8ytLpdNy/f1/2+oDl6vEnZeo6HT58mEuXLuHr64u3tzdffPEF27dvt2gXu6oo45Ziqe9SWQznK8nJyVI9ZKiLBgwYQEJCgllznJ2djbp+5+Tk8PDhQ5o3b17pZR45coQrV67QuXNn/Pz8+O9//8vOnTt57bXXqFatGuPGjWPv3r0cPHgQZ2dn7O3tzToIyePHDAPDfjJX1zfD8dbV1bXUPEs1ZBo1amRU7q5evWr2AV2Ep49ZGlL5+fkcPHiQoqIiNBoNW7du5dixYwQGBuLm5sa+ffu4dOkSer2eQ4cOkZ2dzXPPPSc7b9y4cWRmZvL111+XemCyqKhIumLw8OFDCgsLZQ9POXHiRM6ePcv69euNcgoLC8nIyECv13P58mXGjx/PyJEjpQcQ5Rg/fjyZmZls3LjRKCs+Pp7k5GQOHDjAgQMHaNy4MYsXL5Z91TMyMpLMzEy++eYbo5zevXuTkZFBXFwchYWFzJs3Dzc3N9ldbcrbdmq1Whr5Bh6N6nj48GGTnluyRFZeXh5btmzh3r17aLVadu/ezZYtW+jcuTM9e/bk9OnTxMfHU1hYKPXdltvNQKPRUFhYiE6nQ6vVUlhYiEajITAwEEdHRxYsWIBGo+Hw4cPs27ePl19+WVbOzZs3iYuLo6CgAK1Wy549e4iNjaVTp07Se77++mt69uxp0t21QYMGsX//fhITE0lMTCQkJIQXX3yRNWvWkJmZyZAhQ/jnP/9p8lDuBobtp9Vqjbbf9u3bSUlJITk5meTkZBo3bswnn3zCqFGjZGcZvrebNm0yKnu7d+/m+PHjaLVa8vPzmTp1KnXr1pX9fSqvzrt69Sq9evUiLCzMpJEiDcrbdj/88ANpaWnS+rz//vvUq1fPpIsFlqrHLbVOgwYN4uDBg+zcuZOdO3cyePBgXnrpJWnY5sLCQh4+fGi0TnJZsow/Sa45WOq7lJ+fz/79+6XzlYSEBFJSUujUqRM7duwgLi6O2NhYYmNjgUdDzcupm/Lz89m3b5+U89133/HTTz/RuXNnXnvtNX788Ud++ukn7t+/z+LFi+nWrZusenbAgAHs3r2bhIQEEhISGDhwIC+88AIrV67kzp07ZGdno9frOXfuHHPmzGHMmDFlDqTwJPLy8oiNjTU6DhqOGUlJSZw8eRKtVsvdu3eZOXMmdnZ2ODs7y8op79jk5+dH06ZNWbp0KRqNhqNHj3Lw4EFeeOGFJ16+VquluLgYnU6HTqejuLhYGklao9FQXFxs9G9D3dO+fXuSkpK4c+cOv/32G3v27KFDhw6VXr8/oz96NL6nedQ+RWUOTunp6WW++fbt27z77rtkZWVhZWVFixYtGD16NP7+/uj1ev79738TFxdHfn4+9vb2jBgxgtdee63cnIq6JeTk5NCuXTtsbGyoXv3/H/FasmQJQUFBtGvXrtSwpadOnSpzmYYvS1kuXbqEp6dnqZyYmBi6detGz549uXjxIra2tgQHBxMVFVXhCFMVzcvJycHd3b1U1uLFi0t1qXJ3d2fp0qV07dpVVo6rq2upnKVLlxIUFMSePXuYMGECly5don379nzxxRfl7gvDCUFZKtp2b731Fl9++SXLli0jLy+P+vXrM3z4cEaPHl3u8ipizqyKvgs3b96UhpnW6XQ4OjoSFhYmDVGelJTE5MmTuXz5Mj4+Pnz66acVPm9R0YhJ0dHRzJkzx2jatGnTmD59OhkZGYSHh3Pq1CmcnJz44IMPKhxZ6rfffqtwnUaMGEFGRgY6nQ4HBweGDx9OSEgI8OjEz9PTk//85z9GjavyVPR9KikmJobs7GyWLFnCxIkT+fbbb422R9OmTSvsrvh7Iy5GR0eXGkI9KiqK6dOnG01r06YNn3/+OS+++GK5y6ponXJycnBzcyvze6tUKomOjubq1avUqFEDHx8fZs2aVeZdRaj4impFdd6FCxeYM2dOqef+KroKXNGdn9mzZ5e57VxdXfnnP//JlStXqFmzJu3bt2f27Nm4u7uXu6zf23bmqsd/706WOdfp5s2bFWaVtHDhQi5evMgnn3wCgIODQ6n3lDfy3ePPXD7OnGW85DMfv2fWrFmlhpr+4IMPmDVr1u/+34p+v8ic3yWgwrtVt2/fJiwsjAsXLmBlZUXLli0ZO3ZsmV1iXVxc2LlzZ7nHwZKf9XG3bt0iNDSUCxcuUK1aNVq2bMn48eOlO13x8fEsWLCAO3fu4O/vz/z58026GGuwZMkSsrOziYmJISsri7CwMHJzc3nmmWd4++23f/eCi2FE2LLcvHmT4cOHk56eLh0HQ0NDGTx4MPHx8cybN4+rV69Ss2ZNvL29iYqKqvDCpU6nKzcnNDTU6NgUGhoqHZvOnDnDxIkTycjIwMHBgalTp0o9HMry+HOjO3bsYOfOnUbTunfvTo8ePfjwww/59ddfjebNmDGDZ555RvodKcPgJL6+vvTu3duo/h43btyf82y/Aq6urvqSv4v5Z9a+fftjer2+/R/9OUoyS0PK3CzVv/tJT/zMwRzD+P6ZcipqSD2tLPnDenKHnq2sihpS5map75OcoevlstQ6WfJKm6W60Flq21myS2BlGlKm+L2GlDlVpiFlClN/CLYyzNntryIVNaSeVhU1pMytvIaUuVXlADyPEw2pqvVnbEhV2TNSgiAIgiAIgiAIf1WiISUIgiAIgiAIglBJoiElCIIgCIIgCIJQSaIhJQiCIAiCIAiCUEl/vSclBUEQBEEQBEF4In/WocWfBuKOlCAIgiAIgiAIQiWJhpQgCIIgCIIgCEIliYaUIAiCIAiCIAhCJYlnpARBEARBEAThb0o8IyWfuCMlCIIgCIIgCIJQSaIhJQiCIAiCIAiCUEmia58gCIIgCIIg/E2Jrn3yVaohVbNmzar6HH+I6tUt147U6XQWyXn48KFFcmrUqGGRHID79+9bJEer1VokByAnJ8ciOc2aNbNIDsDVq1ctkvPgwQOL5FiSSqWyWJal6qJq1SzT4UGj0VgkByx3zFAqlRbJAdDr9RbJseTx1sbGxiI5lirjYLnjk6XqB4DffvvNIjnp6ekWyRH+nkTXPkEQBEEQBEEQhEoSXfsEQRAEQRAE4W9IoVCIrn0mEHekBEEQBEEQBEEQKkk0pARBEARBEARBECpJNKQEQRAEQRAEQRAqSTwjJQiCIAiCIAh/U+IZKfnEHSlBEARBEARBEIRKEg0pQRAEQRAEQRCEShJd+wRBEARBEAThb0p07ZPP7HeksrKyaNu2LRMmTJCmrV69mi5duuDp6UmfPn1ISUmRvfyioiLCw8NxdXWlcePG+Pv78/333wPw8OFDQkJCaNeuHbVr12b//v0m5URERNCuXTuaNGlCQECAlHPmzBm6dOmCk5MTTk5OvPbaa5w5c8akrNGjR+Pm5oaDgwOBgYHs2rVLmn///n0mTpxIy5YtcXJy4pVXXpGdM2bMGDw8PHBycqJz585GOV999RU+Pj44Ojry5ptvkpubK3udPv/8cwICAqhbty5hYWFG8+7fv09kZCSOjo40atSIf/zjH7JzAEaNGoWrqyvNmzfn+eefZ82aNcCj8jBs2DC8vb1p0KABBw4cMCknPDwcd3d3WrVqRceOHVm7di0AOTk52Nvb06JFC+kvJibGpKzBgwfj4eGBWq1GrVbTo0ePUu+ZNm0aLi4uZGdny84x7Cc7OztGjBhR5nvmzJlDzZo12b17t+wcA0vUDxWV8djYWHx9fXFycsLPz49t27Y9FVmfffYZHTt2pHbt2oSGhhrN2717N+7u7tStW5du3bo9FeVh2bJlBAYGUq9evVL1w+bNm1Gr1djb2+Pj40NCQoLsHMPxom3btjRq1IiOHTtK9TjAnj178Pb2pmHDhrzyyivk5OTIzgKIiIjAw8OD5557Dn9/f9atWyfNu3//PpMnT8bV1RVnZ2def/11k7LKcu7cOWrVqsXgwYPNvmx4tD2HDx9O8+bNqVOnDt7e3iQmJppl2eUdMzZu3EjDhg2lv/r161OrVi1SU1NNysvKyqJNmzaMGzdOmnbr1i0iIyPx8PDA09PTaJ6pWa1btyYyMhKAQ4cO0a1bN9zd3fH09CQsLIxr166ZJcfFxYXx48cD8O9//xs3Nzfpr23btrRq1Yrbt2/LzrBkGR88eDDu7u54e3vj7e1N9+7dAUhOTqZ37960b98eX19fIiIiuH79+hMvNz09nbi4OFasWMHevXvLfE9qair/+c9/uHLlijTtyJEjbNiwgdWrV7Nx40bS0tJMWj/hr8Hsd6RmzZqFh4eH9DotLY0FCxawYcMG3NzcWL9+Pe+++y7JyclYWVlVevkajQYHBwcSExNxdHRk586dvP322yQnJ9O4cWM6duxIeHg4Q4YMMWk9NBoNTZs2Zfv27VLO0KFDOXz4MI0aNeKrr77CyckJnU7H8uXLGTZsGIcPHzYpa9u2bTg6OvL9998zbNgwDh48SLNmzRg3bhwajYajR49Sr149Tp48aVLO1q1bcXBwYNeuXQwfPpwDBw6Qk5NDdHQ03333Ha1atWLq1KmMGDGCrVu3yspq3LgxkydP5ocffqCwsNBo3ujRo9FoNKSmpvLMM89w/PhxWRkG48aNY8mSJdjY2HDu3Dn69OmDu7s7rq6u+Pr6MnLkSN555x2TMgDGjh3LokWLpJy+ffvi7u5OvXr1gEcnMdWrm+8rNWPGDN56660y5x07dszkkz4w3k8PHjwoNf/ChQts2bKFRo0amZwFlqkfyivj1atXZ9SoUaxdu5aXX36ZXbt2MWzYMNLS0mjYsOGfOqtJkyZMmTKFXbt2GX2fbt68SVBQEMuWLaNnz57MmjWLkJAQ2ReRLFUeysu5evUqw4cPZ9OmTXTr1o2dO3cSEhJCRkYGzz77bKVzDPtox44dUj0+ZMgQjhw5gkqlYtCgQXz66ae8+uqrzJ49m7fffps9e/bIXq8xY8YQExMj1RH9+vXDzc0NT09P3nvvPTQaDfv27aNevXqcOnVKdk55Ro8eTYcOHcy+XAONRoOjoyNJSUk4OTmxfft2goKCOHHiBM2bNzdp2eUdMwYMGMCAAQOk12vWrGHevHl4e3ublDdz5kyjuggeXZTz9PTkwIED1KxZk7Nnz5qUYTBjxgyjLGdnZ9asWYO9vT1FRUUsXLiQqKgo/vvf/5qU88EHHxjlREREEBERIb1evHgxP/30E88884zsDEuX8ZkzZ5Y6Dj733HP85z//wd7enocPH7J48WI++OADli1b9kTLrFWrFl5eXly+fBmtVltqfn5+PllZWdSqVctoeps2bVCr1VhbW1NQUEBiYiJ2dna0aNFC/goKTz2zNqQSEhKoU6cOarVauip6+fJlnJ2dcXd3B6Bv377MnDmTW7duyTowqlQqpk2bJr1+5ZVXaNasGWlpaTRr1kyqNOSchD1pTp8+fahbty4Aer0eKysrLly4YFLW1KlTpdc9evTAycmJtLQ0ioqKSExMJD09nTp16gDg5eUlO2fKlCnS6+7du0s5P/30E3369KFt27YATJo0iXbt2pGVlSWrkjBciUpNTeXq1avS9MzMTLZt28a5c+ek9VGr1bLWx8DFxaXUtIsXL+Ll5cWoUaMA08vD4zmGXwK/ePGi1JCyFI1GQ3R0NPPmzaNPnz4mLavkfip55c1g3LhxREdHS1dSTWGp+qG8Mt6kSRPs7OykO6DdunWjVq1aZGVlyWrcWDKrvP0UFxeHq6srb7zxBvDohK1JkyacOXOmzO+F3BwDc5UHQ7l9POfKlSvY2dlJV5579OiBSqUiKytLdnmIioqSXhvq8Z9//pnbt2/Ttm1b+vXrBzy6w9usWTMyMzNp06aNrPUqr46oVasWO3fu5Oeff6Z27doAeHp6ysooz8aNG6lbty6urq788ssvZl22gUqlYtasWdLrXr160aJFC44dO2ZyQ6q8Y8bj1q1bR3BwsEldkQx1kY+PDxcvXgRg37595ObmsnHjRul40a5dO9kZBvHx8aWyHq8DrKyspHlylVW/lqTX64mNjWXs2LEm5fyRZdygQYMGRq+trKwqdWHRcE5z8+ZNCgoKSs0/dOgQzz//PAcPHjSabjjvM1AoFOTn5z9xrvDXZLaufXfv3mXx4sVGjQ+ALl26oNVqSUtLQ6vV8s033+Dq6irrZKIsN27c4JdffpF10iAnx9DQAHB0dKRhw4a89957TJw40axZ58+fp23bthw7dgxHR0fmzp1Ly5Yt8ff357vvvjNrjmHb6fV6aZ7h36dPnzZLlkFKSgpOTk5ER0fj6OhIhw4diIuLM3m57733Ho6OjnTs2BF7e3tefvllM3za0iZPnkzz5s0JCAgolePj44OXlxeRkZHcunXL5KyYmBj8/PwYOHAgR44ckaavXr2a9u3byz7Ze1KbN2/GxsamzG6FlfVH1g+GMu7t7U3r1q1JTExEq9Wybds2lEqlWU6WLJ1lkJGRITVC4dGJbsuWLc3+vQXzlofyqNVqXFxc2LZtG1qtloSEBJRKJW5ubmZZ/vXr16V6/PTp00bLValUtGjRwuRtN3nyZFq0aEFgYKBUR/z88884ODiwYMECXF1deeGFF2Tf7S9Lfn4+s2bNYuHChWZb5pO4fv06Z8+eNXu5Lk9OTg4HDhxg0KBBspdx9+5dYmJimD59utH0tLQ0WrZsycSJE/H29qZPnz4kJyeb9HkNWTNmzCg178qVK7i7u9OmTRuWL18uXfSTm7No0SKjiwaP++mnn7h165ZZvr+WLOMLFy7E19eXAQMGGB0Hr169Svv27fHw8GDFihWlujzLdeHCBapVq4ajo2OZ848fP86qVavYsGEDGo2G5557ziy5fzRDo/jP/vdnZLY7UosWLaJ///40btzYaLqtrS09evQgKCgIvV5PnTp1WLFihVk2SHFxMcOHDyc4OLhKTyqLi4sJDQ0lODiY1q1bS9MvXbpEQUEB69evL/dLJydrxIgRDBw4kNatW5OQkEBGRga9e/fmzJkzHD16lKCgIFxcXExa5+LiYkaOHMmAAQNo3bo1L730EqGhoQwbNoyWLVuyYMECFApFmd17THHlyhXS09Pp06cP58+f58iRI/Tr1w8XFxeTGsMLFixg3rx5/PTTTxw8eBAbGxszfur/N3/+fObMmUNKSgoHDx5EqVRSv359du7ciZubG7dv32bq1KmEh4ezadMm2TmTJk2iVatWKJVKtm3bxrvvvktcXBzW1tZs2rSJzZs3m3GtSrt79y4ffPCBSc/1lPRH1Q8lyzhAUFAQYWFhFBYWolQqWblyJSqV6qnKKqmgoKDU1Vk7Ozvu3r1r1hxzl4fyWFlZERwczLBhw6TttnbtWrPto5LHi/K23b1790zKKVlHHDp0CKVSSW5uLmfOnKFnz56kpaWRkpJCSEgIrVu3NjqmyDVz5kzeeecdHBwcTF7WkyouLiYkJIQhQ4ZU+YVMg3Xr1hEQEGDS3a+YmBiCgoJK1UW5ubns37+fefPmsWDBAnbs2EFYWBhJSUmyu8ItXLiwzCyApk2bcvLkSe7cucOGDRto1aqVrAwov34tafPmzbzyyitm+S5Zqow/fhwcNWoU3333HU5OTjRp0oSUlBTu3LnD119/TcuWLU1er4cPH5KSklLhc+ienp54eHhw69YtsrOzsba2NjlXeLqZ5Y5URkYGhw4dYtiwYaXmff3113z77bfs2LGDM2fOsHDhQkJDQyv1YGBZdDodI0aMQKlUVulVOEOOtbU1H3/8can5KpWK4cOHM3LkSPLy8kzOGjlyJEqlkgULFgBQo0YNrK2tee+991AqlQQGBhIYGGjSg946nY5Ro0ZhbW3Nv/71LwBeeOEFpkyZwttvv42XlxdOTk7Y2trSpEkTk9bpcTVr1sTa2popU6agVCrp1KkTnTt35scffzR52VZWVvj5+XH16lVWrlxphk9bfo6vry+5ubmsWrUKlUqFl5cX1atX59lnn2Xu3LkkJSWZdELm6emJra0tSqWSvn37olar2bt3L3PmzCE8PFzqOlFVoqOjCQ4OplmzZiYv64+qHx4v40lJScyaNYv4+HiuX79OQkICkZGRsp85/COyHqdSqUp1LcnPzzd7+TBneajI7t27mT59Ojt27ODOnTvs3LmT8PBwk5+j1Ol0hIaGolQqpYFgytt2tra2JmWBcR2xevVqqR4fP348SqUSf39/AgICyn3QvTLS0tL48ccfzTYwwpPQ6XQMGTIEpVLJp59+arHc9evXm3Q3KiMjg4MHD5b5zGyNGjVwcHAgKCgIa2trevfuLZ2sy5Gens6BAwcYPnx4he+rW7cub7zxBiNGjECj0VQ6p6J1Mnjw4AGJiYlSN1ZzsEQZL+84WFLdunXp27cv4eHhsrZfSampqTz33HO/W38qFAoaNGhA9erVTR70RHj6meWO1JEjR7h8+TKdOnUCHo3cotVq+eWXX1Cr1bz44otSn9QuXbrw7LPPkpqaKnv0Ob1eT3h4ODdu3GDz5s1VdkVAr9cTERFBXl4e3377bbk5Op2OBw8ecPXqVdldkvR6PaNHj+bGjRt88803UlZZXVpMuVqv1+sZM2YMeXl5bNq0yWidQkNDpdvjv/zyCwsXLjTqymgO5l6fsmg0GpP7m5sjR6fTmS1LoVCg1+tJTk4mNTXVqFE/YMAApk2bRu/evc2Wl5SUxJUrV1i+fDkAeXl5hISEMGHCBCZNmlSpZf0R9UNZZfzkyZP4+/tLD6mr1Wp8fHxISkoy6h73Z80qi6urqzR6JDy6Q3XhwgWzf2/NWR4qcuLECQICAqTnJn18fOjQoQN79uyR/bxFyePFli1bpH3Utm1b1q9fL72voKBAGlXSXAx1hOGZr5LMVe/t3buXixcvSndp7t27h1ar5fTp0yaNgFkevV4vXezYtm2bxa7IHz58mNzcXPr27St7GcnJyVy+fJmAgADg/+uiXr16MXjwYLNc0Hs8y9/fH3hUvrRaLefOnWP79u1G79Vqtdy8eZN79+6Veg7nSXMCAwMB4/rVMOLlzp07sbOzw8/PzwxrZswSZbzk8ko+gmCg1Wq5deuWrO1X0tWrVykoKJC69xYWFrJ7925pFMfH6XS6v8wzUn/WbnNPA7PckRowYAB79uxh69atbN26lYEDB9K1a1dWrlyJu7s7e/bsIScnB71ez4EDB6ShQOUaN24cmZmZfP3119SsWdNoXlFRkTTiz8OHDyksLCzzi/ckxo8fT2ZmJps2bTLK2b17N8ePH0er1ZKfn8/UqVOpW7euSV3tJkyYwNmzZ9m4caNRlr+/Pw4ODsTExKDRaEhOTubAgQO89NJLsnImTpzI2bNnWb9+vVFOYWEhGRkZ6PV6Ll++zPjx4xk5cqTsSkmj0VBYWIhOp0Or1VJYWIhGoyEwMBBHR0cWLFiARqPh8OHD7Nu3T/YzTXl5eWzZskU6edi9ezexsbHSSXvJ8lBcXCy7POTl5REbGysdDPfs2SPlHDt2jF9++QWdTsft27eJiorC399fGkyjsvLz89m/fz9FRUVoNBoSEhJISUmhU6dO7Nixg7i4OGJjY4mNjQUeDRssdwh5w37SarVG+2n79u2kpKSQnJwsjYj5ySefyOrHb+n6obwyrlarOXz4sHRX6MSJExw+fNik5zsslVXefurTpw/p6enExsZSWFjIRx99hLu7uy0uISkAACAASURBVOyuVpYoDxXl+Pj4cOjQIekOVFpaGocOHTLpGanIyEgyMzP55ptvjPZR7969ycjIIC4ujsLCQubNm4ebm5vsejwvL4+4uLgy6wg/Pz+aNm3K0qVLpRFYDx48yAsvvCB7vQxGjBjBuXPnSE1NJTU1lZEjR/Lqq6+abVjyx7377rucPn2a+Pj4UsdfU5R3zDBYu3Ytr7/+ukl3WwcOHMjevXvZvn0727dvJzg4mK5du7J69Wq6d+/Ob7/9xubNm9FqtWzfvp1r167Rvn17WVnBwcHs27dPyho0aBAvvvgia9asITExkfPnz6PT6bh16xazZ8+mXbt2so63AwcOJCkpiW3btrFt2zZpnVatWiW9Z8uWLfTr18/kk2VLlvHHj4Px8fHScfD777/nwoUL0jF37ty5uLq6PvH20+l0aDQa9Ho9er0ejUaDTqfj1Vdf5Y033qBv37707duXWrVqERAQgKurK3q9ntOnT1NUVIRer+fGjRtkZGSYvdeO8PQxyx2pmjVrGlWoKpUKGxsb6tevT79+/cjJySE4OJj8/HwaNWpEdHS07P7AOTk5rFixAhsbG6OH/JYsWUJQUBBqtVoavcUwCtCpU6cq3SWlZI6zs7M0ffHixSiVSt577z2uXr1KjRo18PHxYcuWLdSoUUP2Oq1cuRIbGxujg7ih3/P69esZO3YsixcvxtHRkc8//1zWiealS5dYtWoVNjY2RlddY2Ji6NatG2FhYVy8eBFbW1uCg4NLDQxQGfPmzWPOnDnS6w0bNjBt2jSmT5/O119/TXh4OAsXLsTJyYkvv/xS9smLQqFg5cqVTJo0CZ1Oh6OjI9HR0dLdDD8/Py5dugQgDaGampqKk5NTpXNWr17N+++/j06nw8HBgdmzZ9OjRw+2bNnCnDlzuHnzJrVr16ZLly588cUXstYHHp1QLFmyhAsXLmBlZUXLli359NNPyx09sV69erLL3rx58/joo4+k1xs2bCAqKqrUg9hWVlbUq1dPVrcnS9YPFZXxt956i8mTJzN06FDy8vKoX78+48eP58UXX/zTZ82dO5fo6Gjp9fr165k+fTozZsxg48aNjBs3jqFDhxr9jpocligP8P/PWBhs3LiRadOmERUVxbRp0wgJCeHGjRs0aNCASZMmyb7QUrIeL1mmli5dSlBQEOvWrWPChAmEhobSvn17o5PPylIoFKxatapUHWG4Ur9q1SomTpzIJ598goODA5988onRsUWuWrVqGQ3TbGtrS40aNcw2YEtJ2dnZLF++HBsbG6PncZYtW2ZSlzuo+JhRWFjIli1bjO4gylFRXQTw5ZdfMnPmTGbOnEmrVq1Yvny57OejKsq6du0a0dHR3Lp1C1tbW/z8/KS7vabm1KpVy2idrl27xuHDh/nwww9lLb8kS5ZxjUbD4sWLjY6D//73v2nRogUHDhxg3rx53L59G5VKxfPPP1+pLqY///wzP//8s/T6l19+wdvbGx8fn1Lra2Njg7W1NXq9nuzsbFJSUtBqtdSqVYt27dpZbKAV4c9LUZmr8xcuXJB3a6eS5AxzK4fcO1VymLOb158hR+6Juxz379+3SE5ZvydRVX799VeL5FT1My0lVTRksTlZerh5SzD3IBQV+avVRZasx00diOJJVUUjqDyW6tLz+O8JViVTn7F8UtWqmW3g499lqePT47+dVJV+++03i+QYnjm3hC+//PKp6yPXrl07/ddff/1Hf4wn4ubmdkyv18u7TVxFLFcLCIIgCIIgCIIg/EWIhpQgCIIgCIIgCEIliYaUIAiCIAiCIAhCJZntB3kFQRAEQRAEQXh6KBQKMfy5CcQdKUEQBEEQBEEQhEoSDSlBEARBEARBEIRKEl37BEEQBEEQBOFvSnTtk0/ckRIEQRAEQRAEQagk0ZASBEEQBEEQBEGoJNGQEgRBEARBEARBqCTxjJQgCIIgCIIg/E2JZ6TkE3ekBEEQBEEQBEEQKqlSd6QePHhQVZ/DiKVaxjdv3rRIDkBBQYFFcqpXt8xNxnr16lkkB8DW1tYiORqNxiI5ANWq/fWuYdStW9ciOdbW1hbJ+auyVNnTarUWybFkPa5UKi2So9frLZIDUFhYaJEcS66TnZ2dRXIsWfZsbGwsknP+/HmL5AA0bNjQIjkdOnSwSI7w9yS69gmCIAiCIAjC35To2iffX++yuCAIgiAIgiAIQhUTDSlBEARBEARBEIRKEl37BEEQBEEQBOFvSnTtk0/ckRIEQRAEQRAEQagk0ZASBEEQBEEQBEGoJNGQEgRBEARBEARBqCTxjJQgCIIgCIIg/A0pFArxjJQJxB0pQRAEQRAEQRCESjJbQ2ro0KGo1Wo6dOhAhw4d6NWrlzRv3bp1dO/eHV9fX/r3709qaqrsnKKiIsLDw2nbti2NGjWiY8eOfP/999L8PXv24O3tTcOGDXnllVfIyckxab0AsrKyaNOmDePGjZOm3bp1i8jISDw8PPD09DSaJ0d522/58uXStA4dOuDj44O7uzu//vqrrJzBgwfj4eGBWq1GrVbTo0ePUu+ZNm0aLi4uZGdny16f8PBw3N3dadWqFR07dmTt2rUA5OTkYG9vT4sWLaS/mJgY2TnLli0jMDCQevXqERYWZjRv8+bNqNVq7O3t8fHxISEhQXZOUVERERERuLm50bRpUwIDA9m1axcA2dnZ2NnZ0aRJE+nvX//6l+wsgJCQENzc3PDy8sLLy4vu3bsDcOPGDUaNGkVgYCCtW7fm8uXLJuV8/vnnBAQEYGdnx4gRI6Tp2dnZ1KxZkwYNGkh/c+fONSlr5MiRuLq60qxZM55//nnWrFkjzdu7dy++vr44ODjQp08fLl26JCvDUD+4urrSuHFj/P39pfrh4cOHhISE0K5dO2rXrs3+/ftNWh9LZn322Wd07NiR2rVrExoaKk1/+PAhAwYMoHXr1tjY2LB3794qyQHYvXs37u7u1K1bl27duplUPyxbtoxOnTrxzDPPMHLkSKN5q1atwsPDA3t7e15//XVyc3Nl55SUlZVF69atpbr68OHDtGjRAldXV+nv22+/NSlj9OjReHl50bp1awIDA1m3bp00Lz4+ns6dO+Ps7EyXLl1ITEw0KaukF198EZVKhZ2dHXZ2dri6uppluZaqXw1ZligTRUVFjBkzBg8PD5ycnOjcubNUlwPExsbi6+uLk5MTfn5+bNu2TXaWpepxA0MZj4yMBODQoUN069YNd3d3PD09CQsL49q1a7KX//LLLxv9derUSTp+FxcXExUVxRtvvEFAQIBJ53kGVbX99uzZw0cffURERASrVq0ymnf69GlmzpzJ6NGjWbhwIbdu3ZLmbd68mSlTphAZGcnUqVPZvn27yesoPP3M2rVv2rRpvPnmm0bTTpw4weLFi1m1ahWurq5s2rSJyMhIkpKSsLKyqnSGRqOhadOm7NixA0dHR3bu3MmQIUM4cuQIKpWKQYMG8emnn/Lqq68ye/Zs3n77bfbs2WPSes2cORMPDw+jaaNGjcLT05MDBw5Qs2ZNzp49a1IGlL39wsLCjA5g//73vzl27Bj16tWTnTNjxgzeeuutMucdO3bMLI3PsWPHsmjRImxsbDh37hx9+/bF3d1d+tznzp2jenXTi1/jxo2ZPHkyP/zwAw8ePJCmX716leHDh7Np0ya6devGzp07CQkJISMjg2effbbSORqNBgcHB7Zt24ajoyPff/89Q4cO5dChQ9J7cnJyzLJOBjNnzqR///5G06pVq0anTp0YOXIkQUFBJmeUt/0Mrl27ZrZ1Gj9+PEuXLsXGxoazZ8/Sp08f3N3dcXR05O2332bJkiV0796duXPnMnz4cKMLJE/KsJ8SExOl+uHtt98mOTmZxo0b07FjR8LDwxkyZIjJ62PJrCZNmjBlyhR27dpFYWGh0Tx/f3/GjBlDcHBwleXcvHmToKAgli1bRs+ePZk1axYhISGyG4iNGzfm/fff54cffjDK2bdvH7NmzWL79u0899xzvPfeewwdOpSdO3eavG4zZ87E09PTaJq9vT3JyckmL9tgzJgxLFy4UKr33nzzTdzd3WnYsCFjxoxh5cqVdO3alR9//JGwsDCOHj1KgwYNzJK9dOlShg8fbpZlGViqfjVkWaJMGM4htm7dioODA7t27WL48OEcOHCA6tWrM2rUKNauXcvLL7/Mrl27GDZsGGlpaTRs2FBWniXqcYMZM2YYnas4OzuzZs0a7O3tKSoqYuHChURFRfHf//5X1vJ/+OEH6d/379/ntdde48UXX5SmeXh40L9/f2bMmCF/JR5TFdvPzs6Onj17kp6eTnFxsTT93r17LFu2jCFDhuDh4cF3333Hl19+yZQpUwAICAigV69e2NjY8Ouvv7JkyRIaNWqEWq02bSWFp1qVPyN15coVWrVqRbt27QB47bXXiI6O5vbt27IqJpVKRVRUlPT6lVdeoVmzZvz888/cvn2btm3b0q9fP+BRw6RZs2ZkZmbSpk0bWZ8/ISGBOnXq4OPjw8WLF4FHFXtubi4bN26UGoOG9atKer2ehIQE3n333SpZvkajITo6mnnz5tGnTx+TluXi4iL929D/9uLFiyY1AMti+JypqalcuXJFmn7lyhXs7OykK1g9evRApVKRlZUl60CvUqmYOnWq9LpHjx40a9aMtLQ0vLy8TFyLJ9egQQMGDRqERqMxy/Jef/11oPT2qwrllYnjx4/j4uIi7cv333+f1q1bc/bsWVq3bl2pDJVKxbRp06TXhvohLS2NZs2aERERASDrIs4fmVXeflIqlYwdO7bKc+Li4nB1deWNN94AHp2wNWnShDNnzhjt1ydV8nt79epVafqOHTvo27evdEdlypQpODs7c+HCBVq2bCl7veLj46lTpw5qtdqkO2m/p+RxpmQZ12g01KlTRzrpfPnll6lVqxYXL140W0OqKliqfn08qyrLhEqlkk6MAbp3746TkxNpaWk0adIEOzs7/vGPfwDQrVs3atWqRVZWluyGVFnMXY/D/5fxkucqj39mKysraZ6pkpKSqFevnnRxwtraWmrUVKtWtU+NmLr9DA2fixcvcufOHWl6amoqTZo0wcfHB4DevXszceJErl27RqNGjWjUqJHRchQKBXl5eTLXQvirMGtpX7JkCYGBgYSEhHD06FEAOnXqhE6n48SJE2i1WmJjY3FxcTHbweP69ev88ssvtG3bltOnT+Pm5ibNU6lUtGjRgtOnT8ta9t27d4mJiWH69OlG09PS0mjZsiUTJ07E29ubPn36mOWqZlnbr6Rjx45x69YtqZKXKyYmBj8/PwYOHMiRI0ek6atXr6Z9+/ayG52Pmzx5Ms2bNycgIAB7e3tefvllaZ6Pjw9eXl5ERkYa3To3F7VajYuLC9u2bUOr1ZKQkIBSqTQqH6a4ceOGVO4M3NzcaNu2LeHh4WZZp4ULF/L8888zYMAAo/1kSa1bt6ZVq1aEhYVx8+ZNk5c3adIkHBwc8PPzk8rEmTNnjC5EqFQqmjdvzpkzZ0zOM+wnOSf7f+YsS8vIyMDd3V16rVKpaNmypey6tSJ6vb7UvzMyMmQv7+7duyxatKhUPQ6Pumi3b9+ewMBAPvzwQ+7fvy87x2Dq1Km0bNmSzp078+yzz/LSSy/h6emJs7MzO3fuRKvVkpiYiI2Njdm64AFERUVhb29Pp06dSEpKMttyy1LV9evjzF0mSrpx4wbnz5/HxcUFb29vWrduTWJiIlqtlm3btqFUKk26UGqJetxwrlLWnaArV67g7u5OmzZtWL58OaNGjTJLZmJiIj169KjyQQoseRzMzc3FwcFBem1jY0PDhg1LNezHjh3LlClTePjwIc8//3yVfibhz89sDakJEyawY8cOdu/ezVtvvcXo0aPJyclBpVLx8ssvM2TIENRqNZ9//jkffPCBWb58xcXFDB8+nODgYNq0aUNBQQF2dnZG77Gzs+PevXuylh8TE0NQUBCNGzc2mp6bm8v+/fvp2LEjR48eJTQ0lLCwMG7fvi17XcrbfiV999130hUyuSZNmsSuXbvYt28f/fv359133yUnJ4fc3Fw2bdokXd02h/nz53P+/Hni4+N59dVXUSqV1K9fn507d3Ls2DG+//577t27R3h4uNkyDaysrAgODmbYsGHUq1ePYcOG8cknn6BSqUxednFxMaGhoQwcOJDWrVtTv3599uzZw6lTp9i7dy93794t9XxJZb333nv8+OOPHDhwgP79+zNq1CizdLl8UvXr1+fAgQOcPXuWQ4cOcffuXYYNG2bycj/++GOys7PZtm0bPXv2xMbGhoKCAurUqWP0vjp16sj+3ho8Xj9UJUtm/RHKq1vv3r1r1px//OMfbNmyhVOnTvHgwQPmzp2LQqEwqYGzcOFC+vfvX6oeb9WqFdu3b+fo0aNs2LCBU6dOMXv2bFNXgblz53Lu3DliY2Oles/Kyoo333yTiIgImjdvTkREBPPnzzepLi8rMycnhxEjRvD6669z/vx5syy7LFVZvz6uKsqEQXFxMSNHjpSeM7SysiIoKIiwsDAaNWpEWFgYixYtkr1elqrHFy5cWOa5CkDTpk05efIkaWlpTJo0iVatWpmcd+3aNdLS0njllVdMXlZFLH0cLCoqombNmkbTatasadTVtEePHixZsoSoqCh8fX1LvV/44ykUiiSFQlGoUCju/e8vs8S8YIVCka1QKAoUCkWcQqF4xtQ8szWkPDw8UKlUKJVK+vTpg7e3N/v372fz5s3ExcURFxfHzz//zLx584iIiODGjRsm5el0OkJDQ1EqldLDjiqVivz8fKP35efnY2trW+nlZ2RkcPDgQd55551S82rUqIGDgwNBQUFYW1vTu3dvmjRpQkpKiryVofztZ/DgwQO+//57k7vceXp6Ymtri1KppG/fvqjVavbu3cucOXMIDw+ndu3aJi3/cVZWVvj6+pKbm8uqVatQqVR4eXlRvXp1nn32WebOnUtSUpLJJ82P2717N9OnT2fHjh3cuXOHnTt3Eh4ezvHjx01ark6nIywsDKVSyccffwyAra0tarVaWqePP/6Y3bt3m3SSWXI/9evXD7VaXeVXmUuytbXFx8eH6tWrY29vz6JFi/jhhx/McuJsZWWFn58fubm5rFixApVKVWq5d+/elfW9NdDpdIwYMQKlUsnChQtN/ch/mqw/Snl1q7nri65duxIVFcWgQYOkgUlq165N06ZNZS0vPT2dgwcPlvns0LPPPouzszPVqlXD0dGRKVOmsGPHDlNXATCu91avXs2+ffv46KOP2Lx5M9nZ2WzZsoVJkyZx6tQps+T5+vpSu3ZtbGxsGDJkCP7+/mYdzOJxVVW/lsXcZcJAp9MxatQorK2tpcGBkpKSmDVrFvHx8Vy/fp2EhAQiIyM5efKkrAxL1OPp6ekcOHDgd5+Pq1u3Lm+88QYjRowwuUvhjh078PDwoEmTJiYt5/dY+jhoY2NT6hnUBw8eUKNGDaNpCoUCJycnlEol8fHxVfZ5LMnQFfnP/lcJo/V6ve3//tr8bx3bAV8AgwF74D7wmanbrso6sioUCvR6PZmZmXTp0oXmzZtTrVo1AgMDadiwIWlpabKXrdfrCQ8P58aNG6xbtw5ra2sA2rZta3RgKigoICsry6j71ZNKTk7m8uXLBAQE0KFDB7788kt27NhBr169cHFxqfLb2YbtZ/Djjz9iZ2dHhw4dqiQnOTmZBQsWEBgYSGBgIAADBgwweSQmA41GU2HfbJ1OZ5YcgxMnThAQEIBaraZatWr4+PjQoUMHkwYe0ev1jB49mry8PNasWSOVu8cZyoa51+mPVBXrZCgTLi4upKenS9MLCgqk6XKUrB/Wrl1b7n4yB0tm/ZFcXV2NTiYLCgq4cOGCrLr194wcOZLjx4+TlZVFnz590Gg0srvAGepxf39/2rdvz5dffkliYiI9e/Ys9V6FQmH276xGoyE7O5v09HR8fX3x9PSkWrVqeHl5lbpYZk6PHz/MrSrq14qYs0zAo+/tmDFjyMvLY/Xq1dL39uTJk/j7++Pt7U21atVQq9X4+PhY9CJWZT1expcvX05iYiKvvvpqqfdqtVpu3rxp8oXLHTt2VPndqD9C48aNjUYALCoqIi8vr9wGo2F7Ck+NQUCCXq/fp9fr7wEzgH4KhcKkK4JmaUjl5+dz8OBBioqK0Gg0bN26lWPHjhEYGIibmxv79u3j0qVL6PV6Dh06RHZ2Ns8995zsvMjISDIzM/nmm2+Mbqv27t2bjIwM4uLiKCwsZN68ebi5ucnqajNw4ED27t3L9u3b2b59O8HBwXTt2pXVq1fTvXt3fvvtNzZv3oxWq2X79u1cu3aN9u3by1qfirafwXfffcdrr71mUgMuPz+f/fv3SzkJCQmkpKTQqVMnduzYQVxcHLGxscTGxgKPhsaW8zxWXl4esbGxFBQUoNVq2bNnD7GxsXTq1Iljx47xyy+/oNPpuH37NlFRUfj7+5fq2vWkNBoNhYWFaLVatFothYWFaDQafHx8OHTokHSFNC0tjUOHDpnUh3/8+PFkZmayceNGo3KXkpLCuXPnpHV6//336dSpU6muUE/q8f0UHx8v7Sd4VLk/fPgQeDT8dVFRkex1Km/7HT16lLNnz6LT6bh16xYTJ06kc+fOstcpLy+PLVu2cO/ePbRaLbt372bLli107tyZnj17cvr0aeLj4yksLGTBggW4urpWeqAJg3HjxpGZmcnXX39dqttFUVGRdMXx4cOHFBYWmnTCaams8vaTpXL69OlDeno6sbGxFBYW8tFHH+Hu7i67sWvI0el0RjmFhYWkp6ej1+u5dOkSY8aMITw8XPYgNcHBwUb1+KBBg3jxxRf56quvOHToEJcvX0av13P16lXmz59v0vOnN2/eJC4uTqr3kpKSiIuLIzAwEC8vL44cOSJd6Dt58iRHjx41S0PUcEfIsA3Xr1/P/v37pYEgTGHJ+tVSZQJg4sSJnD17lvXr1xt9b9VqNYcPH5YuGpw4cYLDhw/LekbKUvV4cHAw+/btK1XG16xZQ2JiIufPn5fq8dmzZ9OuXTvq1q0rKwseld28vDy6du1aal7J9SguLqaoqEh2XVSV20+r1VJcXIxer0en01FcXIxWq8Xb25srV66QmppKcXGxNLJjo0aN0Ol07Nu3j4KCAvR6PVlZWSQlJf0ln4n9i5irUChuKhSKgwqF4oX/TWsHSLfN9Xr9eeAhIO9k43/MMmqfRqNh6dKlZGVlYWVlRYsWLViyZAnNmzenWbNmXLp0iWHDhpGfn4+9vT0zZ86UPQJTTk4OK1aswMbGxqiv79KlSwkKCmLdunVMmDCB0NBQ2rdvX+o3Ap5UzZo1jSpYlUqFjY0N9evXB+DLL79k5syZzJw5k1atWrF8+XKeeUZeV8uKth88GlDj6NGjJg8pqtFoWLJkCRcuXMDKyoqWLVvy6aef0qJFizLfX69evVK3tJ+EQqFg9erVvP/+++h0OhwcHJg9ezY9evRgy5YtzJkzh5s3b1K7dm26dOnCF198IXud5s+fz5w5c6TXGzduZNq0aURFRTFt2jRCQkK4ceMGDRo0YNKkSUYDXlRGTk4OK1euxMbGxugEf/HixVSrVo1//vOf0jp17dpV9vCy8Gg/LVq0iKysLKpVq0bLli357LPPpP1U8qF/w++AyR1+f968eXz00UfS6w0bNhAVFYWzszMffPABeXl50mhjq1evlr1OCoWClStXMnHiRHQ6HY6Ojnz00UfSVc1Vq1YxefJk3n33XXx8fPjPf/4jK6dk/VDyYs2SJUsICgpCrVZLfewNI9SdOnWKZs2a/amz5s6dS3R0tPR6/fr1TJ8+nRkzZuDu7i6NRGf4/bnMzEyp/jBXzsaNGxk3bhxDhw4t9TtglTV//nyj3yXbuHEjU6dOJSIignfeeYesrCxsbW0ZPHiwSfXe4/V4rVq1pHo8IyOD8ePH89tvv1GvXj26d+/OpEmTZGcpFAq++uorpkyZItV7H374odSgmThxImFhYeTl5VG/fn3GjBnDCy+8IDvPoLi4mA8++IAzZ85gZWVFmzZt2Lx5s+wLESVZqn41ZFmiTFy6dIlVq1ZhY2Nj1JCNiYnhrbfeYvLkyQwdOlTaT+PHjzca4vtJWaoer+hc5dq1a0RHR3Pr1i1sbW3x8/Nj+fLllc4oKTExkS5dupT53NjAgQOl36maMGECAN9++22Zz279nqrcftu3b2fr1q3S6yNHjtCrVy969+7NqFGj2LBhAytWrKBFixZGzzv//PPPxMbGotVqsbOzo2vXrmU2KJ9GVd3LyowaKBSKks/RLNfr9Y8X6slABo8aSQOABIVC4QXYAr899t7fAJPuSCkqc7UgPT296voKlCDnBEAOSw5bWVBQYJEcc/6OUUXMPYx5RUx5VqYyzDkU7e+5fv26RXIcHR0tkgOY5eHvJ6FUKi2SY0l/xXUq+fssVcmSXWsstZ/kDiEuhyl3tCujKrsaPs5wp6KqWbLs2djYWCTHXD8O/CTMOaR8Raqqy2lZwsLCnpoWiYG7u7s+Li7uj/4YT+S55547ptfrK9X9S6FQ7AC2AS8DB/V6/b9KzLsLvKDX64/J/UxVO9i/IAiCIAiCIAjCH0MPKIB0QPpVdoVC0RKwAeR16fkfy9y+EARBEARBEARBqCIKhaIu4AvsBTRAENAZiASsgcMKhaITkAp8CGzR6/UmDUcsGlKCIAiCIAiCIDztrIFowAXQAmeA1/V6/VkAhUIxClgH1Ad+AEz+gUzRkBIEQRAEQRAE4amm1+vzgHJ/J0iv168H1pszUzwjJQiCIAiCIAiCUEnijpQgCIIgCIIg/E09RcOf/+mIO1KCIAiCIAiCIAiVJBpSgiAIgiAIgiAIlSS69gmCIAiCIAjC35To2iefuCMlCIIgCIIgCIJQSaIhJQiCIAiCIAiCUEmiISUIykZl5AAAIABJREFUgiAIgiAIglBJf8pnpAoKCiySY2NjY5EcAKVSaZGcX3/91SI5lnTz5k2L5NSqVcsiOQC1a9e2SI5Op7NIDoBKpbJITlFRkUVyAKpVs8y1Jo1GY5EcsFxfeK1Wa5EcS5YHS5VxKysri+SAZbefpdSsWdMiOfXq1bNIDsC9e/cskmNvb2+RHLBcvde1a1eL5DytFAqFeEbKBOKOlCAIgiAIgiAIQiWJhpQgCIIgCIIgCEIliYaUIAiCIAiCIAhCJYmGlCAIgiAIgiAIQiWJhpQgCIIgCIIgCEIl/SlH7RMEQRAEQRAEoeqJUfvkE3ekBEEQBEEQBEEQKkk0pARBEARBEARBECpJNKQEQRAEQRAEQRAqyWwNqaFDh6JWq+nQoQMdOnSgV69e0rx169bRvXt3fH196d+/P6mpqSZlhYeH4+7uTqtWrejYsSNr164FICcnB3t7e1q0aCH9xcTEyM4ZPXo0Xl5etG7dmsDAQNatWyfNi4+Pp3Pnzjg7O9OlSxcSExNNWqcxY8bg7e1NmzZtCAwMZP369dK89evXExAQgLOzM4MGDeLatWuycyy1n8rbRyUtXLgQe3t79u7dKzunpKysLFq3bk1kZCQAhw4dolu3bri7u+Pp6UlYWJhJ2+7dd9+lXbt2tGjRAl9fX9asWQNASkoKb775Js7Ozri4uPDOO++YlAMQERGBp6cnzs7OBAQESGVv8+bNtGrVSvpr0aIFjRs35vjx47Jyli1bRmBgIPXq1SMsLMxo3ubNm1Gr1djb2+Pj40NCQoLs9fn888/x9/enTp06hIaGStOPHDnCq6++SuPGjXFwcCA4OJjc3FzZOUVFRURERODm5kbTpk0JDAxk165dpd43f/587Ozs2LNnj0lZ4eHhuLq60rhxY/z9/fn+++8BePjwISEhIbRr147atWuzf/9+2TmW2kfwaD8FBARQt25do6yNGzfSsGFD6a9+/frUqlVLdh1hyf00ePBg3N3d8fb2xtvbm+7duwOQnJxM7969ad++Pb6+vkRERHD9+nXZOWDZOqKkTz/9lPbt22NjY8PQoUPNttyioiLGjBmDh4cHTk5OdO7c2Wg/xcbG4uvri5OTE35+fmzbtq1Kcr766it8fHxwdHTkzTffNKmOMJRxOzs7RowYIU3Pzs6mZs2aNGjQQPqbO3eu7BywfHnIysqiTZs2jBs3Tpp269YtIiMj8fDwwNPT02ieKS5evIirqysTJkwAQK/X89lnn9GpUyc8PT2JjIzk7t27JmUMHjwYDw8P1Go1arWaHj16lHrPtGnTcHFxITs7W3ZOSEgIbm5ueHl54eXlJdURe/bsYcCAAfj4+ODv78+0adO4d++e7Jw/M4VC8VT8/RmZ9Y7UtGnT+Omnn/jpp5/YunUrACdOnGDx4sXExMSQnJxMv379iIyMRKvVys4ZO3YsKSkpnD9/nq+++op58+YZnUieO3eOrKwssrKypC+5HGPGjOHIkSOcPXuWlStX8q9//YsTJ06Qm5vLmDFjmDVrFmfPnmXGjBlERERw8+ZN2VmjR48mOTmZzMxMVq1aJWUdOnSIefPmsWLFCtLT03F0dCQiIkJ2DlhmP/3ePrp48SLx8fHY29ubtC4lzZgxAw8PD+m1s7Mza9as4eTJkxw9epTmzZsTFRUle/mRkZGkpqaSlZXF2rVrmTt3LsePH+fOnTsMHjyY1NT/Y+++w6K4Fj6Of2FlUUAgsWBBiogidjERAYlJ7FFBExQ1iRIUDfauiBq9ChqsqUZNLDG2qCiIaK4aC01EJbFcISK9BCxELKgs+/7hs/uygN4wu+zNzT2f59nnCTub+XnmnJ2ZM3Pm7CUuXbqEmZkZU6dO1aosU6dOJTExkd9++41t27axatUqfvnlF959913S0tLUr5UrV2Jra6tR7ppo2rQp8+bN48MPP9R4Py8vD39/f0JDQykoKGDFihX4+flRWFgoOWf+/PmMGTNG4/3i4mL8/f1JSUkhNTUVMzOzKp2FmigrK8Pa2pqoqCiys7MJDg5m7NixGgfZW7ducejQIZo0aSI5p2JWdHQ0ubm5LFq0iDFjxqizevTowebNm7Vu4/qqo5dl+fr6UlRUpH6tX78ee3t7unTpIilHn/UEsHjxYi5fvszly5c5fvw4AK1atWLLli0kJSVx7tw5bG1tWbJkiVY5+txHVNSsWTOCg4P56KOPdLZOeF5PzZs358iRI2RkZLBw4UL8/f3JysoiLy+PiRMnsnz5cjIzM1m2bBkBAQEUFRXpNCcmJobly5ezc+dO0tLSsLW11egA1ZSqjVfeF6kUFBRw+/Ztbt++zYIFCyTngP7bw+LFi6scCyZOnEijRo2IiYkhKSlJq21X0ZIlSzSywsPDOXToEHv37iUuLo7S0lKWLVumdc6iRYvU2+nYsWMayy5evEhWVpbWGfB82yUnJ5OcnKzeRzx48IDAwEBiYmKIjo7m999/59NPP9VJnvD3UetD+3Jzc3FwcKBdu3YYGBgwZMgQ7t27x927dyWv08nJCWNjY+D/e9EZGRk6+hf/vzZt2lSbk5+fj7m5OW+99RYGBgb07t0bExMTrf4NFbNUeRkZGZw4cYJBgwbRpk0b5HI506dPJyEhQefl1XU9/bs6mj9/PosWLUIul+vin09ERATm5ua4u7ur32vUqJHGSaxMJtNqu1VXpvT0dHr37o2Xlxf169fHxMQEf39/EhMTJedA9W2vuitu+/btw8fHR/KVGi8vLwYPHsyrr76q8X5ubi4WFhb069cPAwMD+vfvj6mpKenp6ZJyvL29GTJkSJWcfv368e6772Jubo6JiQkff/wx8fHxkjIATE1NWbBgAba2thgaGtK/f39sbW1JTk5Wf2b27NksXbpU67ZnampKUFCQOmvAgAHqLLlczqRJk3Bzc0Mmk2mVo686ghfXU2U//PADo0aNktzu9FlPL9KwYcMq+wdtT8r0uY+oaNiwYXh7e9OgQQOdrROe19P8+fOxsbHB0NCQfv36YWNjQ3JyMnl5eVhYWNCnTx8MDAzo27cvJiYmktrfy3KOHz+Ol5cXbdu2RS6XM3v2bOLi4nS+L6oN+mwPkZGRVY6BZ8+eJT8/nwULFmBubo6RkRHt2rXTKgfgyJEjmJub06NHD/V7J0+exMfHh2bNmmFqasqECROIiori8ePHWudVp6ysjOXLl7No0aJaWT/A4MGD8fT0pF69elhYWOhkRJXw96PTjtSGDRvw8PDg/fffV+8UevbsSXl5Ob/++isKhYLw8HCcnJxo2LChVlnz5s3Dzs4Od3d3rKys6N27t3qZi4sLnTt3Ztq0ady5c0ernAULFtCyZUs8PT1p3Lgxb7/9tnrI1fHjx1EoFERHR2NsbIyzs7PWWQ4ODrzxxhvqLHh+y1xF9d8pKSmSc/RVTy+qo4iICORyuUadaaOkpIS1a9dWu0PNzc2lQ4cOtGnThk2bNjFx4kStsubOnYuNjQ09evSo0u5U4uPjcXJy0ioHnnc27e3t6dmzp0Z7UMnOziYhIQEfHx+tsyrr2rUrTk5OREVFoVAoiIyMRC6X0759e51nVRQTE6P196iiwsJCbt68Sdu2bYHnV02NjY3p27evzjIqZ+mi7v+M/1Qdqe4SjB49WmfrrO16WrNmDd27d8fX15fz58+r38/Ly6Nbt2507NiR7777TmPYqVT63EfoW2FhIWlpaTg5OdGlSxdat25NdHQ0CoWCqKgo5HK5Tk7UK+ZA9cfAf/3rX1rnVKd169Y4ODgQEBCg1SgTFX20B9UxMDg4WOP95ORkWrZsyaxZs+jSpQteXl4kJCRIzlFlrV+/nqCgoCrLKtfT06dPtb7ou3btWlxdXRk5cqTGd3f79u1069aNNm3aaLV+lTVr1vD6669X2UdUlJSURKtWrXSSJ/x96Ox3pGbOnImDgwNGRkZER0czefJk9u/fT4sWLejduzcffvghSqWS+vXr8/XXX2s91nHVqlWEhISQlJREbGwscrmcBg0acPz4cdq3b8/du3dZsGABgYGB7N27V3JOaGgoy5cvJykpifj4eORyOTKZjPfee49Jkybx5MkTjIyM2LRpEyYmJlqVSZV18eJF4uLikMvl9OrVi8DAQD744APs7e1Zt24dBgYGkq/y6LOeqqujBw8eEBISwr59+ySvt7I1a9YwYsQImjZtWmVZ8+bNuXLlCsXFxezevRsHBwetsj799FNCQ0O5cOECsbGxGncRAa5du8aaNWvYsWOHVjkAK1euZMWKFSQlJanbQ0U//vij+vkEXZPJZIwaNQo/Pz9KS0uRy+Xs3LkTU1NTnWepXLlyhZCQEH788UedrO/Zs2eMGzeOkSNH0rp1a0pKSli2bBmHDh3SyforZ/n7+zNq1CidHdj/nf9EHcHzu1Hu7u7Y2dnpZH21XU+zZ8/GwcEBuVxOVFQUEydO5PDhw9jY2NCsWTOSkpIoLi5m3759tGzZUus8fe4j9OnZs2dMmDABX19fWrduDcCIESMICAhQt7+tW7dq3f4q57z99tuMGzcOPz8/WrZsSVhYmFbHwBdp0KABMTExdOrUiTt37jB9+nT8/Py0fu5QH+1h7dq11R4D8/PzOXfuHCtXriQsLIxjx44REBDA6dOnJd+RW79+PT4+PlWyPD092bx5MwMHDsTCwoJvvvkGQKt6qvzd/fjjjzl06BBGRkbs3buXAwcOSF53RXPmzFHnHDlyRGMfoRIbG0t4eLjOjk/C34fO7kh17NgRU1NT5HI5Xl5edOnShXPnznHgwAEOHTrEoUOHuHz5MitXrmTSpElajeNXkclkdO/enfz8fLZt24apqSmdO3emTp06NG7cmNDQUE6fPq31w4EVc7Zv387Zs2dZsWIFBw4cIDMzk4MHDzJ79myuXr2qkzK9/vrr5Ofns2PHDjw9PZk9ezbjx4/H1dWVFi1aYGZmVm2n4c/Qdz1VrqOwsDB8fHx0dvJ/7do1YmJi8Pf3f+nnLC0teffddxk/fjxlZWVaZcpkMlxdXcnPz2fr1q3q92/duoWvry8rVqzQGPKgbVbFtlfR/v37GT58uE5yKjt16hTBwcEcO3aM4uJijh8/TmBgoORJLf6dtLQ0vLy8WL16NR4eHlqvr7y8nICAAORyOatXrwaed0x9fX2xtbXVev2Vs8aPH49cLmfNmjU6XffL6LuOVHbt2qWzu1H6qKdOnTphZmaGXC5n6NChdO3atcoEN5aWlgwdOpTAwECt9w+g332EPpSXlzNx4kSMjIzUz4icPn2aTz75hIiICH7//XciIyOZNm0aV65c0WlOr1691M9Xdu7cGRsbG8zMzGjWrJlOyqZiZmaGi4sLderUwcrKinXr1nHixAmtJ0yA2m0P169fJzY2ttrn4+rWrYu1tTUjRozAyMiIwYMHqy8eaJPl5+dXZZmPjw+DBg1i9OjR9O/fH1dXVwCtnnF80Xc3JCSEwMBA6tevL3ndL8oZNmwYXbt25fTp0+rlycnJzJw5k88++wx7e3udZAp/H7X2jJSBgQFKpZKUlBTeeOMN7OzsMDQ0xMPDg0aNGmmMhddWWVnZS28fl5eX6ywnMzOTa9eu0b17dzp16oShoSGdO3dWd0h0RaFQqJ+JGTt2LLGxsfzyyy8MHDiQsrIynV311lc9qero3LlzbNmyhfbt29O+fXtyc3MJCAjg888/l7TehIQEcnJycHNzo1u3bmzatIno6GgGDhxY5bMKhYLbt2/rbNadiu0uOzub9957j1mzZtVK50ahUGi08cTERAoKCjRmXdSlX3/9FXd3d7p27YqhoSEuLi689tprWs2e9iKZmZkMGDCABQsW6OQEXalUMnnyZIqKivj+++8xMjIC4MyZM2zcuBFHR0ccHR3Jyclh7NixrFu3TquswMBACgsL2blzpzpLH/RZRyrx8fHk5+czdOhQrdelz3qqSLXPq0yhUHDnzh2dzsqlz31EbVEqlUyZMoWioiK2b9+urqcrV67g5uZGly5dMDQ0pGvXrri4uGicgOoiB2DcuHEkJSWRkpLC4MGDUSgU6mGgtUU1GkNX5w9QO+1BdQx0d3fntddeY/PmzRw7doxBgwbh5OSk05nOzp8/T25uLp6enri6uvLtt99y/PhxhgwZgqGhIdOnT+fMmTPExsbi6OiIlZWVTiaLUVF9dxMSEggLC8PDw0N94c3X11fru4fVuX79OhMnTiQ0NBQ3Nzedr1/476eTjtT9+/eJjY3lyZMnlJWVceTIES5evIiHhwft27fn7NmzZGdno1QqiYuLIzMzU/I406KiIsLDw3n48CEKhYKff/6Z8PBwevbsycWLF7l58ybl5eXcvXuXhQsXqqdcrqnbt29z6NAhdc7p06c5dOgQHh4edO7cmfPnz6vvQKlmhZO6Y799+zaHDx+uNqu0tJQbN26gVCrJzc1l3rx5+Pv7Y2lpWeMcfdXTy+po//79nDlzhlOnTnHq1CmaNGlCWFiY5NmmRo0axdmzZzl69ChHjx5l9OjRvPXWW3z//fdER0eTlpZGeXk5d+7c4R//+Aft2rWTtO1UZXrw4AEKhYJTp04RHh6Op6cn+fn5DBs2DH9/f51MPVy57VXcfir79u3jnXfewczMTKussrIySktLUSgUKBQKSktLKSsrw8XFhbi4OPXdjeTkZOLi4iQ/f/OinNzcXPr378/HH3+ss9mkZsyYQUpKCnv27KFevXrq9yMiIkhISCAmJoaYmBiaNm3K+vXrtcqdPn06KSkp7Nu3TyMLnk/pXFpaCjyfDr20tLTaE/h/R191VDGrvLxcI0tl586deHt76+RKsD7q6f79+5w7d069z4uIiCApKYmePXvy008/cevWLfXxIjQ0FGdnZ0n7B9DvPqKyF7URXZg1axapqans2rVLo566du1KfHy8+g7Ur7/+Snx8vORnpF6UU1payvXr11EqleTk5DBjxgwmTJgguZ5etK0SExNJTU1VHy9mzZqFp6cnFhYWknL01R5GjhzJmTNn1MfAUaNG8eabb7J9+3b69evHH3/8wYEDB1AoFBw9epSCggK6desmKcvX15dTp04RGRlJZGQkI0eOpFevXmzdupXi4mIyMzNRKpX89ttvhISEMGXKFAwNpZ1mVv7uRkZGqr+7x44d49ChQ4SHhxMeHg48n9a+T58+WudU3Eekpqbi7+/PokWLeOuttySV47/Ff3pa8//m6c918oxUWVkZn332Genp6chkMuzt7dmwYQN2dnbY2tqSnZ2Nn58f9+/fx8rKisWLF0sei25gYMD27duZO3cu5eXlWFtb849//IP+/ftz8OBBQkJCuH37NvXr1+eNN95Qj9OVkrNjxw7mz5+vzlm2bJn69wVmzZqlnuq1QYMGTJkyhV69euksa+nSpfTt25c//viDyZMnk5GRgZmZGSNGjGDu3LmScvRVTy+ro8pkMhkWFhaSx9XXq1dP46BramqKsbExDRo0oKCggOXLl3Pnzh3MzMxwdXVl06ZNknIMDAzYunUrs2fPpry8nBYtWrB8+XL69+9PWFgYGRkZfPrppxpTo2rzuxbbt29n3rx51ba90tJSIiMj2bJli+T1q6ieY1PZs2cPQUFBLFy4kKCgIN5//30KCwtp2LAhs2fPljxBSGhoKCtWrFD/vXv3bhYuXKiexWr58uUsX75cvVzqJDFZWVls3boVY2Nj9XMc8Hxcf+WrvjKZDEtLS8md0aysLL777juMjY01Ljhs2LCBESNG0LVrV/UscN7e3gBcvXq1xkPW9FVH8HxYXcWs3bt3ExQURHBwMKWlpRw8eFDjN+6k0lc9lZWVsX79em7duoVMJqNly5Z8+eWX2NvbExMTw8qVK7l79y6mpqa8/vrrfPHFF5LLpO99REXLly9n6dKl6r937tzJkiVL+OSTT7Rab3Z2Ntu2bcPY2FjjQuHatWvx8fFh3rx5jB07Vn0cnDFjhqQTzpfl9O3bl4CAAPUxcNSoUdVOdPBnqZ49VVHtixwdHVmyZAlFRUXqWXkrD6euCX21h5cdAwE2b97M4sWLWbx4MQ4ODmzatEny81GVs0xMTNRZ6enpBAQEkJ+fz6uvvsqYMWPw9fWVlAPPv7sbNmzQ+O5+8cUXLxxa98orr1C3bl1JOevWrSM9PR1DQ0NatmzJV199hb29PfPnz1dflFf9dEqzZs04evSo5HIJfz8GNblCeu3atZpfTpWgUaNG+ojR6resakrKlWgp7t27p5ccfdURoL6qX9u0nSykJnR1tfjfkXI3Viptp/n+s548eaKXHEDy1dS/ag6gt6t6z54900uOLn/Y9t/Rx5TZgNaz2taEvo4Z+lT57nBt0eePs+orS5/nRfo6Dupz/+ro6PjXvG3yEh07dlRK/TFtfbOxsbmoVCql3VKtJTqbtU8QBEEQBEEQhP8uf9Vhc/8N9NdNFwRBEARBEARB+JsQHSlBEARBEARBEIQaEkP7BEEQBEEQBOF/0F95Rrz/BuKOlCAIgiAIgiAIQg2JjpQgCIIgCIIgCEINiY6UIAiCIAiCIAhCDYmOlCAIgiAIgiAIQg2JjpQgCIIgCIIgCEINiY6UIAiCIAiCIAhCDYnpzwVBEARBEAThf5SY/lw6cUdKEARBEARBEAShhmp0R+rhw4e19e/Q0KhRI73k5OXl6SUHoHHjxnrJadiwoV5y9Hn1QqFQ6C1LX/S1/QwN/37XSvTZHvS1/WQymV5yQH/bT19t3MrKSi85AMbGxnrJ0Wcbr1NHPwNTCgsL9ZID8PjxY73ktGjRQi85ABYWFnrJyc7O1ksOgKmpqV5y0tLS9JID4OjoqLcs4a/h73eWJQiCIAiCIAiCUMvEM1KCIAiCIAiC8D9KPCMlnbgjJQiCIAiCIAiCUEOiIyUIgiAIgiAIglBDYmifIAiCIAiCIPyPEkP7pBN3pARBEARBEARBEGpIdKQEQRAEQRAEQRBqSHSkBEEQBEEQBEEQakh0pARBEARBEARBEGpIdKQEQRAEQRAEQRBqSKcdqZ9++okRI0bwxhtvMGzYMC5fvgzAiRMnGDFiBG+++SYjRozgzJkzWuUEBgbSoUMHHBwc6NGjBzt37qzymTVr1mBlZaV11vHjx3nvvffw8PDAy8tLXSaVzZs3061bN86fP69VDkB6ejqOjo5MmzYNgJMnTzJs2DDat2+Pi4sLc+fO5cGDB1plTJo0iY4dO9KqVSvc3Nz44Ycf1MsePXrEvHnzcHZ2xtHREW9vb8k5H3/8Me3bt6dly5a4urqq6yglJYU+ffrg6OiIo6Mj7777LikpKVqVSSU9PR0nJydmzJgBwJdffkn79u3Vr7Zt2+Lg4MDdu3cll6ldu3bY29vTvXt3vv/+ewCSkpJ47733cHR0xMnJiY8++oiCggKtyqKvevr6669xd3fHwsKC8ePHV/uZkJAQ6tWrx6lTp7TKcXNzw9zcnHHjxqnf/9e//oWbmxtNmjShSZMmDBgwgH/961+Sc548ecKUKVPo2LEjNjY2eHp68s9//lO9fMeOHbi4uNCiRQvee+898vPztcoKDAzE2dmZpk2b4ubmxk8//QTA06dPef/992nXrh3169fn3LlzknNAf9tv48aNeHh48MorrxAQEKCx7MCBA3Tt2hUrKytcXFyIjIyUnPPkyRMmTZpEu3btaNasGe7u7uptd+PGDd544w1sbGywsbFhyJAh3LhxQ3LO5MmTad++PdbW1nh4eKjbw759+2jevLn61bRpUywtLUlOTpaUpa/vUnXeeustTE1NsbCwwMLCAmdnZ52sV1/1VFFGRgbOzs7MnDkTAKVSyVdffUXPnj3p1KkT06ZNo6SkRKsMPz8/XFxceP3113n99dcZPHiwOmvTpk306dMHV1dX5syZI/mY+7K2B8/347NmzaJly5bY2NgwYMAAyeXR534PIDo6Gm9vb7p3784777zDpUuXADh//jxeXl50794df39/8vLytMoB/bSHgoICgoODeffdd/H19eWLL75AoVCQk5PDkiVLGD58OO+++y5BQUFkZ2drXSbh70VnHanz58/z5ZdfEhwczM8//8zGjRtp3rw5hYWFLFmyhGnTpnHq1CmmTJnCokWLJJ/MAkydOpWkpCTS0tLYsWMHK1eu5JdfflEvz8jIICIiAisrK63KlJCQwOeff86SJUs4e/Ysmzdvpnnz5urlOTk5nDhxgoYNG2qVoxIcHEzHjh3Vf5eUlDB16lQuXLjAyZMnKSgoYMWKFVplTJkyhQsXLnDz5k22b9+use3mzJlDcXExZ8+e5caNGyxdulRyzrRp07h48SK3bt3i+++/JzQ0lF9++YUmTZrw7bffkpqayo0bN+jfv3+VEzaplixZorH9Jk2axNWrV9WvCRMm4Orqyquvviq5TJcuXSI9PZ2dO3eqy1RcXMwHH3zApUuXuHTpEmZmZkydOlWrsuirnpo2bcq8efMYM2ZMtctv3brFwYMHadKkieQMVc78+fOr5DRt2pRdu3aRn59Pbm4ugwYN4oMPPpCcU1ZWRvPmzTly5AgZGRksXLgQf39/srKyiImJYfny5ezcuZO0tDRsbW1feML7Z7Osra2Jjo4mNzeXRYsWMWbMGDIzMwHo0aMHmzdv1no/BPrbfqr28OGHH2q8n5eXh7+/P6Ghoer9kJ+fH4WFhZJyVPV09OhRcnJyCA4OZuzYsWRmZtKkSRN27NhBZmYm6enpDBgwAD8/P61yoqKiyMrKIjg4GD8/PzIzMxk+fDi5ubnq1+rVq7Gzs6NTp06SsvT1XXqRzz77jD/++IM//viD69ev62Sd+qqniirvx8PDwzl06BB79+4lLi6O0tJSli1bpnVOUFAQiYmJJCYmqi8KREREEBkZyffff8+pU6coLS0lNDRU0vpf1vYApk+fzr1790hMTCQ9PV1yTsUsfez34uPj2bBhA8uWLSPBnWn/AAAgAElEQVQ+Pp7vvvuO5s2bc+/ePWbOnMmkSZM4e/Ys7dq1Y+7cuZJzVPTRHr744gssLS3ZvXs3X331FVeuXCEyMpIHDx7Qo0cPtmzZwt69e2nTpg2ffPKJliX6azIwMPiveP0V6awjtXnzZvz9/enQoQOGhoY0btyYxo0bU1hYSP369XFzc8PAwAAPDw/q1atHbm6u5CwnJyeMjY2B/6/8jIwM9fL58+ezaNEi5HK5VmXatGkT48aNq1ImlVWrVjFlyhSMjIy0yoHnO3Bzc3Pc3d3V73l7e9OrVy/q1auHpaUlI0eOJCkpSaucF2273377jePHj7N69WoaNmyITCaTfELxshwLCwtsbGwwMDBAqVRiaGioUXdSRUZGYm5ujpubW7XLlUol4eHhDBs2THJGdWVKT0+nd+/eeHl5Ub9+fUxMTPD39ycxMVFyzouyaqOevL29GTJkyAs7l9OnT2f58uVaf5delGNpaYmdnZ26PchkMtLS0iTnmJqaMn/+fGxsbDA0NKRfv37Y2NiQnJzM8ePH8fLyom3btsjlcmbPnk1cXBzp6emSs4KCgrC1tcXQ0JABAwZga2tLcnIycrmcSZMm4ebmhkwmk1weFX1tPy8vLwYPHlwlJzc3FwsLC/r164eBgQH9+/fH1NS0VradpaUltra2GmW6deuW5JwFCxaoc/r3769uD5Xt3r0bX19fyQdrfX2X9Elf9aRy5MgRzM3N6dGjh/q9kydP4uPjQ7NmzTA1NWXChAlERUXx+PFjbYtXxZkzZxg2bBhNmjRR78uPHTsmKetlbS81NZXo6GjWr1+v3o937txZ8r9bn/u9r7/+moCAADp27IihoSFWVlZYWVlx8uRJHBwc6Nu3L8bGxkycOJHU1FTJOaC/9lBQUICnpydyuZxXX32Vbt26kZmZiZOTE/3798fc3Jw6deowdOhQcnJyuH//vuQs4e9HJx0phULBv/71L+7du8e7777LoEGDCAsLo7S0lLZt22JnZ8fZs2dRKBScOXMGIyMjWrVqpVXmvHnzsLOzw93dHSsrK3r37g0875DI5XL139qU6fr16xQXF+Pt7c3AgQNZtWoVpaWlwPPhikZGRnh4eGiVA8/vPK1Zs4bFixe/9HPnz5+ndevWWufNmzcPe3t7PDw81Nvu8uXLWFtbExYWhrOzM7169eLIkSNa5cydOxdbW1vc3NywsrLi7bffVi9r1aoVLVq0ICgoSD2UUaqSkhLWrVvHwoULX/iZCxcucOfOHfr3769V1ty5c7GxsaFHjx4a7a6i+Ph4nJyctMoB/dXTixw4cABjY2Ott9mfYWVlhYWFBTNmzNDJVUyVwsJC0tLS1PWhVCrVy1T/rc1QuMpZN2/e1End11RtbT+Vrl274uTkRFRUFAqFgsjISORyOe3bt9fJ+lXbrm3btur3WrRoQaNGjZgzZw6zZs3SWU5aWppGDkBWVhZxcXH4+vrqJKcyfXyXFi5ciJWVFT179uT06dO1klGb9VRSUsL69esJCgqqsqzy9/bp06daX4DbsGEDPXv25IMPPuDChQsvzcrKytIqCzTb3sWLF2nRogWhoaG0bNkSNzc3Dh8+rHVG5Sxd7/cUCgXXrl3j3r17DBo0iD59+hASEkJpaSlpaWka5ycmJiZYW1tLvrCjz/YwdOhQTp8+TWlpKbdv3+bChQt069atyueuXr3Kq6++irm5ueQs4e+nji5WcvfuXcrKyjh16hTffPMNderUYc6cOWzdupWPP/6YgQMHsnjxYp4+fUqdOnXU48S1sWrVKkJCQkhKSiI2Nha5XM6DBw8ICQlh3759OivTyZMn2bJlC3Xq1GHmzJl8++23jB07li+//JIvv/xS6xyA1atXM2LECJo2bfrCz5w9e5b9+/cTERGhdV7FbRcXF4dcLic/P58bN27wzjvvkJycTFJSEu+//z6tW7eW3Hn79NNPCQ0N5cKFC8TFxanvsADcvHmThw8fsnfvXlq0aKFVedatW8fw4cNfuv0OHDjAgAEDMDU11SqrYpliY2M1ygRw7do11qxZw44dO7TKAf3VU3VKSkpYsmQJUVFROlvny/z+++88fPiQnTt3YmNjo5N1Pnv2jAkTJuDr60vr1q15++23GTduHH5+frRs2ZKwsDAMDAx0cmX72bNn+Pv7M2rUKNq0aaODf33N1Mb2q0gmkzFq1Cj8/PwoLS1FLpezc+dOrb9P8HzbjRs3jlGjRmm04ezsbB4+fMiuXbu03keocsaPH8/IkSOrfFf27NlDjx49sLOz0zqnMn18l0JDQ3F2dkYul7N37168vb25ePEiDg4OOsuo7Xpav349Pj4+Vfbjnp6ebN68mYEDB2JhYcE333wDoNX3dsaMGTg4OGBkZER0dDSTJ09m//79uLu7s3XrVvr164e5uTnfffed1llQte1FRkZy/fp1Bg8ezI0bN0hMTGTEiBE4OTlpvf+ozf3enTt3KCsr48SJE2zdupU6deowffp0Nm/ezKNHj3jllVc0Pl+/fn0ePnwoqRz6bA8dOnTg6NGjDB06lPLycvr06VNldEtRURFffPGFzh5F+Cv5Kw+b+2+gkztSqpPJ4cOH07BhQ/UwtLi4OBITE/n888/5+uuviYmJYePGjYSEhJCamqp1rkwmo3v37uTn57Nt2zbCwsLw8fHRyYmEqkwjRoxQl2n06NHExsayadMmBg4cSLNmzbTOuXbtGjExMRoPkFd26dIlpk6dysaNG2nZsqXWmaC57bZv307dunUxMjJixowZyOVy3NzccHd313qyDplMhqurK3l5eWzbtk1jmampKWPHjmXy5MkUFRVJWv/169eJjY3lo48+euFnHj9+THR0tFbD+ipSlSk/P5+tW7eq37916xa+vr6sWLFCYyiCtln6qKfKli9fzqhRo7C1tdXpel/G1NSU8ePH4+/vL/nZG5Xy8nImTpyIkZERn376KQC9evVSP2fUuXNnbGxsMDMz0/p7XF5ezvjx45HL5axZs0ardWlDl9uvslOnThEcHMyxY8coLi7m+PHjBAYGajybKoVq2xkZGbF69eoqy01NTfH392fChAmS9xGqnAkTJiCXywkLC6uyfM+ePYwcOVLy+l9GH9+l7t27U79+fYyNjfnwww9xc3MjOjpaZ+uv7XpS7cere8bKx8eHQYMGMXr0aPr374+rqyuAVs+adezYEVNTU+RyOV5eXnTp0oWzZ88ydOhQBgwYwEcffYS3tzevvfaa1lnVtT3VfnzOnDnI5XI8PDzw8PDQehKS2t7v1a1bF4CRI0fSqFEjXnnlFT744APOnTuHiYlJlU7TgwcPJF1s0Wd7KC8vZ+HChbi7u3P48GF+/PFHSkpK+Pbbb9WfKS4uJigoiEGDBvHmm29KyhH+vnTSkTI3N6dx48YaPVrVf6emptKlSxfatm2LoaEhzs7OtGvXTutnSCoqKysjIyODc+fOsWXLFvUsbbm5uQQEBPD5559LKlPlh8RVZbpw4QJ79uyhX79+9OvXj99//50FCxZU6Sj8GfHx8eTk5NCjRw9cXFzYtGkTR48eZeDAgcDzW8n+/v6EhYXpZBhhZaptV90sT7q8QqFQKKq99V5eXs7jx48lz3KXkJBATk4OHh4evP7662zZsoVjx46pZ2GC5zMvWlhYqHe4uqLadvD8qux7773HrFmzGD58uE5zKmbVdj2pnD59mq+++go7Ozvs7OzIycnh/fffr/YkSpfKy8t59OiRVrM9KZVKpkyZQlFREdu3b9d4hnHcuHEkJSWRkpLC4MGDUSgUVYZ51TQrMDCQwsJCdu7cqZPnJbWhi+1XnV9//RV3d3e6du2KoaEhLi4uvPbaa/z888+S16lUKpk0aRJFRUUv3XaqfYTUMimVSiZPnkxhYSE7duyokpOQkEBBQQFeXl6S1v/v/Ce+S6rnlnRBH/V0/vx5cnNz8fT0xNXVlW+//Zbjx48zZMgQDA0NmT59OmfOnCE2NhZHR0esrKxqZdIOQ0NDJk2axPHjxzl58iStWrWq8mx0Tbyo7VU3JFbb/bg+9nuq86Lq/q0ODg4aF8gfPXpETk6OpLui+mwPJSUlFBYW4uXlhVwux9zcnH79+qnPUUtKSggKCsLV1ZVRo0ZJyhD+3nQ22cSgQYPYt28fd+/e5f79++zevRt3d3ecnZ3VD1fC8+mvk5OTJT8jVVRURHh4OA8fPkShUPDzzz8THh5Oz5492b9/P2fOnOHUqVOcOnWKJk2aEBYW9tK7FS8zePBgjTLt2rWLnj178tVXX7F3715++OEHfvjhBxo1akRQUJCkE+jRo0dz7tw5oqOjiY6O5v333+ett97i+++/JyUlhQ8//JClS5fSp08fSWWoqKioiEOHDlW77VxdXWnevDmfffYZZWVlJCYmEhsbS69evSTlhIeH8+DBAxQKBadOnVLnnD59mitXrqBQKCgpKWHx4sVYWFjg6OgoqUwjR47k9OnTREVFERUVxahRo3jzzTc1OrUHDx5k2LBhWh2oXlQmT09P8vPzGTZsGP7+/owdO1ZyRsUsfdQTPO+glZaWolAoUCgUlJaWUlZWxtGjR0lKSiIhIYGEhASaNm3K559/zsSJE3Wac+LECZKTk1EoFNy/f5+5c+fyyiuvaPWc0axZs0hNTWXXrl0aQ4hLS0u5fv06SqWSnJwcZsyYwYQJE7C0tJScNX36dFJSUti3b1+V4cpPnjxRP1P59OlTSktLJZ/c6mv7vSjHxcWFuLg49R2o5ORk4uLitHpGasaMGaSkpLB3716NbXfq1Cl++eUXdZkWLFiApaWl5CFPM2fOJDU1lT179lQ7pHz37t0MHjyY+vXrSy4L6O+7VJnqDqEqb9euXZw7d45+/frpZP36qCdfX19OnTpFZGQkkZGRjBw5kl69erF161aKi4vJzMxEqVTy22+/ERISwpQpUzA0lHb6cv/+fWJjY3ny5AllZWUcOXKES5cu4e7uzh9//EF2djZKpZK0tDTCwsKYOHGi5KwXtT03Nzesra1Zu3YtZWVlJCQkEBMTo/EccU3pa7/n5eXF7t27uXPnDvfv32fnzp14enry1ltvcfPmTU6cOMGTJ0/45ptvcHR0xN7evsYZ+mwPFhYWNGnShCNHjqBQKHjw4AH//Oc/sbe35+HDhwQFBeHs7Iy/v7+k9Qt/fzp5RgrA39+fP/74Ax8fH/VkD35+fhgbGzN+/HgWLFjA3bt3sbS0ZOzYsZLvDhgYGLB9+3bmzp1LeXk51tbW/OMf/6j2IV6ZTIaFhYXkcfzjxo2juLiYYcOGYWxsTO/evfnoo4+qPBdjaGionrGtpurVq6ex0zMxMaFu3bo0aNCAkJAQ7ty5w9y5c9UPkDdv3pyTJ09KKo+BgQHbtm2rsu1UB9xt27Yxa9YsPv/8c6ytrfn8888ldXBUOXPmzKG8vJwWLVqo6ygiIoKgoCDy8vKoV68eXbp0Yc+ePeohAzVV3fYzNjamQYMGwPPZeOLj47WeHtXAwICtW7cye/ZsdZmWL19O//79CQsLIyMjg08//VQ9nAJQT3MrJUsf9QSwcuVKjSn1d+/ezcKFCwkODtb4nEwm45VXXsHMzExSTmhoaLU5qt8Hyc3NpV69enTr1o2IiAjJ7SE7O5tt27ZhbGysccV17dq19O3bl4CAADIyMjAzM2PUqFHVPsj8Z2VlZfHdd99hbGyscWFow4YNjBgxgq5du6ofUlf91tfVq1clDfHS1/ZTPZensmfPHoKCgli4cCFBQUG8//77FBYW0rBhQ2bPni15Up+K265i212/fj1yuZw5c+aQl5dH3bp1cXFx4eDBg5LKlJWVxdatWzE2NtY4wVc9V1laWkp4eLj6N+G0oa/vUmXPnj1jyZIl3LhxA5lMRps2bThw4IBOnpnUVz29bD+enp5OQEAA+fn5vPrqq4wZM0arSUHKysr4/PPPSU9PRyaTYW9vz/r167GzsyMjI4MpU6ZQUFDAK6+8wujRo/Hx8ZGU8+/a3q5du5g6dSrr16+nRYsWfP3115LrTJ/7vYCAAIqLi9V3cPr27cv48eMxNjZmzZo1hIaGEhQURIcOHVi1apWkDH22B4DFixezceNG9u3bh6GhIZ06dWLixInExcWRmppKZmamxu9ybd68WfJdSuHvx6AmV0gTExN1M1bg36iNB36ro88fVtPXl05fU+tKvfojhbY/QvxnaXtFuiYUCoVeciwsLPSSA7UzxLA6jx490ksOoLehevocEqivtqevnPLycr3kAFUuotUWfbYHfX2fdP3c3svUxtTo1dHFJCh/lr7auT7Pi3QxWc2foc1PQtRU3759/+tmbejcubNS9UPbf3VWVlYXlUpl1SkV/4P0dzYsCIIgCIIgCILwN6GzoX2CIAiCIAiCIPx3EdOfSyfuSAmCIAiCIAiCINSQ6EgJgiAIgiAIgiDUkBjaJwiCIAiCIAj/o8TQPunEHSlBEARBEARBEIQaEh0pQRAEQRAEQRCEGhIdKUEQBEEQBEEQhBoSz0gJgiAIgiAIwv8o8YyUdOKOlCAIgiAIgiAIQg2JjpQgCIIgCIIgCEIN1WhoX05OTm39OzQ0bdpULzkmJiZ6yQF4+vTp3yrH1NRULzn6zCopKdFLDoBcLtdLTllZmV5yQH9lkslkeskBUCgUesnRZ5n0NYTD2NhYLznl5eV6yQFQKpV6yXnw4IFeckB/bdzMzEwvOaC/Mumz7T169EgvORYWFnrJAf3ti7y9vfWSA/qrJ+GvQ9yREgRBEARBEARBqCHRkRIEQRAEQRAEQagh0ZESBEEQBEEQBEGoITH9uSAIgiAIgiD8jxLTn0sn7kgJgiAIgiAIgiDUkOhICYIgCIIgCIIg1JAY2icIgiAIgiAI/4MMDAzE0D4tiDtSgiAIgiAIgiAINSQ6UoIgCIIgCIIgCDUkOlKCIAiCIAiCIAg1pLOOVE5ODkuWLOGDDz5g0qRJnD9/Xr3s119/ZcqUKYwcOZLFixdTWFiodV56ejqOjo5MmzYNgJMnTzJs2DDat2+Pi4sLc+fO5cGDB1pljBkzhs6dO+Pi4oKLiwsDBw4EIDExkXbt2qnfd3Fx4dChQ1qXKSMjA2dnZ2bOnAmAUqnkq6++omfPnnTq1Ilp06ZRUlKidY4+siZNmkSnTp1wdHTE3d2dH374AYADBw7g4OCgftnb29O0aVN++eUXyVmBgYF06NABBwcHevTowc6dO6t8Zs2aNVhZWXHmzBnJOSrp6ek4OTkxY8YMAL788kvat2+vfrVt2xYHBwfu3r2rddatW7dwcHBgypQpAPz+++/4+fnh4uKCtbU12dnZktf95MkTAgMDcXZ2pmnTpri5ufHTTz8Bz9v4kCFDsLGxwc7Ojg8++ICCggLJWV999RU9evSgfv36jBs3Tv3+06dP8fX1pXXr1hgbG2tdP0+ePGHSpEm0b9+e5s2b4+HhwT//+c8qn1u1ahUWFhb8/PPPWmVNnjyZ9u3bY21tXSXr0aNHzJo1i5YtW2JjY8OAAQMkZ3399de4u7tjaWlJQECA+v09e/bQqFEj9atBgwaYmJhw6dKlv3SOvtpDxTJZWFgwfvx49fuZmZnUq1ePhg0bql+hoaFa59T2tntZu9u3bx/NmzdXv5o2bYqlpSXJycmSyzVhwgScnZ2xtbXl9ddf5/vvv1cvO3PmDN27d8fa2hovLy+t9keTJk2iY8eOtGrVCjc3N/UxA55/l+bNm4ezszOOjo54e3tLzgH44IMP6NChA126dKFLly7069cPgISEBAYPHky3bt3o3r07kyZN4vfff5eU8eTJE6ZMmULHjh2xsbHB09NTY/8QHh5O9+7dsbGxwdXVlaioKK3KBFWPFxVzHB0d8ff35969e1rnwPPjYOvWrZk+fToA8fHx2Nvb4+zsrH7t379fZzmqc72KZs+eja2tLRkZGX96fUqlkqdPn1JaWsrjx48pLS1FoVColysUCvWyJ0+eUF5erl727Nkzjf/v2bNnWpVN+HvQSUdKoVCwcuVKXFxc2LZtGxMnTmTDhg3k5eVx//59wsLCGDlyJNu3b8fBwYG1a9dqnRkcHEzHjh3Vf5eUlDB16lQuXLjAyZMnKSgoYMWKFTrJuXjxIhcvXuTo0aPq9xs3bqx+/+LFi1rv2AGWLFmiUabw8HAOHTrE3r17iYuLo7S0lGXLlmmdo4+sqVOnkpiYyG+//ca2bdtYtWoVv/zyC++++y5paWnq18qVK7G1tdX4t0jJSkpKIi0tjR07drBy5UqNjllGRgYRERFYWVlJzqio8rabNGkSV69eVb8mTJiAq6srr776qtZZwcHBdOrUSf23oaEhvXr1YtOmTVqvu6ysDGtra6Kjo8nNzWXRokWMGTOGzMxMiouL8fPz4+rVq1y/fh0zMzM+/vhjyVnNmjVj/vz5jBkzpsoyNzc3tm7dSpMmTbQpDvD/ZYqKiiI7O5vg4GDGjh1LZmam+jO3bt3i0KFDWueVlZXRvHlzoqKiyMrKIjg4GD8/P3XW9OnTuXfvHomJiaSnp2t1kt60aVPmzZvHhx9+qPG+r68vRUVF6tf69euxt7enS5cuf+kcfbUH+P8yVZcFUFBQwO3bt7l9+zYLFizQOqe2t93L2t3w4cPJzc1Vv1avXo2dnZ3GPqSmZsyYweXLl8nMzGTnzp2EhISQnJzMnTt3GDNmDEFBQdy8eZPOnTvj7+8vOWfKlClcuHCBmzdvsn37do39+Jw5cyguLubs2bPcuHGDpUuXSs5RWbx4MZcvX+by5cscP34cgFatWrFlyxaSkpI4d+4ctra2LFmyRNL6VfV05MgRMjIyWLhwIf7+/mRlZZGXl8fEiRNZvnw5mZmZLFu2jICAAIqKirQqU+XjRUpKCvPnz2fDhg0kJydTt25dFi5cqFWGyuLFi6u0KysrK65fv65+vffee1rnLFq0qNrzgwsXLpCVlSVpnQYGBsjlcurWrYuRkRFPnz6lvLxc3ckyMjKibt26GBoa8vTpU/X/J5PJMDY2pl69ehgbG6NQKDQ6YcL/Jp10pHJzc7l37x6DBw9GJpPRoUMHnJycOHPmDAkJCbRo0QI3NzfkcjkjRowgMzOTnJwcyXkRERGYm5vj7u6ufs/b25tevXpRr149LC0tGTlyJElJSboonl4cOXIEc3NzevTooX7v5MmT+Pj40KxZM0xNTZkwYQJRUVE8fvz4L5/Vpk0bjI2Ngf+fEabiyazKvn378PHx0WrGGCcnpypZFa9QzZ8/n0WLFiGXyyVnqERGRmJubo6bm1u1y5VKJeHh4QwbNkzrrMOHD1dp540aNWLMmDFanRipmJqaEhQUhK2tLYaGhgwYMABbW1uSk5Pp27cvQ4cOxdzcHBMTEyZMmEBCQoLkLG9vb7y8vGjQoIHG+3K5nKlTp+Lu7o5MJtO2SJiamrJgwQJ1mfr3768uk8rs2bNZunSp1u2huiwbGxuSk5NJTU0lOjqa9evX07BhQ2QyGZ07d5ac5e3tzZAhQ/5t5/yHH35g1KhRkr9P+szRR3tQZf2ZMukrR9tt97J2V9nu3bvx9fWtlf3rkSNHcHJywsvLi7p16zJ37lyuXbtGamqqTnN+++03jh8/zurVq9XfJV3s/6rTsGFDjQtuMplM8sm6qakp8+fPx8bGBkNDQ/r166eup7y8PCwsLOjTpw8GBgb07dsXExMT0tPTJf/bqztehIeH07t3b1xdXTE1NWXOnDlER0drPVpHdQ72ouOgrlR3rgfPO6mLFy+W1KE2MDDAyMgIQ0NDDAwMkMlkGBgYoFQqUSgUGBoaqt+rU6cOSqVSfVdK9f9UVPGOlfC/qdaekVIqlWRlZZGdnY2tra36/bp162JlZSV5CEBJSQlr1qxh8eLFL/3c+fPnad26taSMitatW4ebmxujR48mMTFR/f6dO3fo2bMnffr0YeXKlTx69EhyRklJCevXrycoKKjKMqVSqfHfT58+rdFt7P9k1vz587G3t6dnz540btyYt99+W2N5dnY2CQkJ+Pj4SM5QmTdvHnZ2dri7u2NlZUXv3r2B5ztiuVyu/lsbJSUlrFu37qVX9C5cuMCdO3fo37+/1lmrV6/+t+1clwoLC7l58yZOTk5VlsXGxlb7/l+dqkxt27YFnp9YGBsb07dv31rJSktLo23btly8eJEWLVoQGhpKy5YtcXNz4/DhwzrPrCgrK4uYmBhGjx79t8jRl9atW+Pg4EBAQAC3b9+u1aza2HYV213lrLi4OHx9fbXOmD17NtbW1ri6uqr3rzdu3KBdu3bqz5iammJnZ8eNGzck58ybNw97e3s8PDzUOZcvX8ba2pqwsDCcnZ3p1asXR44c0bpMa9asoXv37vj6+mo8ipCXl0e3bt3o2LEj3333ncbQU22o6snJyYkuXbrQunVroqOjUSgUREVFIZfLNbZnTbzoeJGamoqzs7P6bzs7O4yMjLh165bkcqiOg8HBwVWW3blzh27duuHh4cGyZcu0Pi9au3YtixYtqrJsy5YtdO/evUqbl0KpVKJUKjEwMKC8vFyjo6Tq0Fc8N3r27Jl6aB9AnTp/j18RUpX1r/76K9JJR6pZs2aYm5tz+PBhysrKSE5O5vr16zx58oTS0lJMTEw0Pm9iYiL5Tsfq1asZMWIETZs2feFnzp49y/79+5k1a5akDJWZM2fy008/cfr0aXx8fAgMDCQrKwt7e3sOHjzImTNn2Lp1K9euXWPVqlWSc9avX4+Pj0+VMnl6erJv3z5ycnIoKSnhm2++AdDqjpQ+s1auXMnNmzc5dOgQAwcOrHIH4Mcff1SPEdfWqlWrSEtLIyIiQp314MEDQkJCWL58udbrh+ed6uHDh7+07R04cIABAwZgamqqVVZYWBi+vr40a9ZMq/X8Wc+ePcPf359Ro0bRpk0bjWVXr15l1apVOtuO+vLs2TPGjcDnS4AAACAASURBVBvHyJEjad26NSUlJSxbtoyVK1fWStb48ePVWXl5eVy/fh1zc3Nu3LjBp59+SmBgICkpKTrPVvnhhx9wd3fHzs6u1jL0mVPbGjRoQExMDKmpqcTFxVFSUoKfn1+tZup621VudxXt2bOHHj166CRr9erVZGZmEhUVxTvvvIOxsTEPHz7E3Nxc43Pm5uZa3e1YtWoVN2/e5PDhw+r9eH5+Pjdu3KB+/fokJycTEhLC1KlTJd/5gucdwxMnTnDu3DlGjBjBxIkT1XeemjVrRlJSEgkJCUybNo2WLVtKzlF59uwZEyZMUD//J5PJGDFiBAEBATRp0oSAgADWrVsn+bjxouNFdXVUv359repozZo11R4HHRwcOHr0KImJiezevZurV6/yj3/8Q6uc6s718vLy2LVrl/r5bm2oLhjLZDIMDZ+fDlc+Wa/ckVIN+zM2NtbZXXPhv5tOOlJ16tRh3rx5XLx4EX9/fyIiInBzc6NBgwbUrVu3ysn448ePqVevXo1zrl27RkxMzEuvEF26dImpU6eyceNGrXeAnTp1wtTUFLlcjre3N127duXs2bM0atSIVq1aYWhoiLW1NbNnz672gfY/4/r168TGxlZ7APfx8WHQoEGMHj2a/v374+rqCiD52QF9ZqnIZDK6d+9Ofn4+27dv11i2f/9+hg8frtX6X5S1bds2wsLC8PHx0UlHTbXtPvrooxd+5vHjx0RHR2s9rE/Vzis+GF+bysvLGT9+PHK5nDVr1mgsS0tLY9iwYaxatarK8Iq/svLycgICApDL5axevRp43rH39fXVuEOuq6wJEyYgl8sJCwsDUI+9nzNnDnK5HA8PDzw8PDh16pROsyvatWuXXu4S6SuntpmZmeHi4kKdOnWwsrJi3bp1nDhxQmcT+lRHl9uuunZX0Z49exg5cqROsuD5/tXV1ZX8/Hy+++47TE1Nq2yrkpISzMzMtM6peMxQfZdmzJiBXC7Hzc0Nd3d3rSYi6dSpE2ZmZsjlcoYOHUrXrl2rrM/S0pKhQ4cSGBhIWVmZ5Kzy8nImTpyIkZERn376KQCnT5/mk08+ISIigt9//53IyEimTZvGlStXarz+lx0vqqujBw8eSK6ja9euERsbW+2zcI0bN8bR0RFDQ0NatGjB/PnzOXbsmOScmJiYanOWLl3KtGnTqnQQa0qpVKonizAyMtJ4v/LnqutcqTpeYsIJQWf3JO3s7DSuPgQFBdGrVy/g+U5DpbS0lIKCAlq0aFHjjPj4eHJyctTP9jx8+BCFQsFvv/3G0aNHuXr1Kv7+/oSFheHh4aFVeV6k8pdMReo42fPnz5Obm4unpyfwfHYihULBkCFDiIiIYPr06epZcc6dO4eVlZXkzo0+sypTKBQawwQTExMpKChg0KBBOll/RWVlZWRkZBAfH09+fj5bt24Fng87CAgIYPLkyRqzGv0ZCQkJ5OTkqNuVatvdvHmTyMhIAI4fP46FhYW6EypVfHw82dnZdO/eHdBs51IPTC+iVCoJDAyksLCQAwcOaBxQsrKyGDJkCPPmzdPpCVltUyqVTJ48maKiIn788Ud1mc6cOUNubi5btmwB4Pbt24wdO5bp06erZ2CUmlVYWKiR1b59+yqfrc1hCaq2PnTo0FrL0GfOf4KqfmrrmQddbrsXtTuVhIQECgoK8PLy0jqrMtX+1cnJiT179qjff/jwofp9XeaoZtSrSNffpcp3HVQUCgV37tzhwYMHWFpa1ni9SqWSKVOmUFRUxN69e9X1dOXKFdzc3NQTjnTt2hUXFxdOnz5Nhw4dapTxsuNFr169uH79uvqzmZmZPH36VPJFZtVxUPVslOo4+Ntvv1WZdVA1VE4XORXLlJ2dTVJSksbkPUOHDmXJkiV/etIvVSdKqVQil8vV7cnQ0FBj8oiKw/5etq6/g7/qsLn/BjrrSGVkZNCsWTOUSiXHjh3j3r17vPnmmzx69Ijvv/+e+Ph4XFxc+PHHH7G1tcXa2rrGGaNHj2bIkCHqvzdt2kR2djYhISGkpKTw4YcfsnTpUvr06aN1ee7fv8+vv/7Ka6+9hkwmIzo6mosXLxIUFMT58+extramWbNmFBQUsG7dOt566y1JOb6+vhqdiS1btpCTk8OyZcsoLi7mjz/+wMbGhps3bxISEsKUKVPUV0L+qlm3b98mJiaGPn36ULduXc6ePUt4eDhff/21+jP79u3jnXfe0frqZVFRETExMfTt21cja+PGjcyaNUvjSmK/fv1YunRplWe1/oyRI0cyePBg9d+bN28mJydH4+LBwYMHGTZsmNY7pMrt/JtvviE7O1t94CgtLVUfoFTTuNatW1dS1vTp00lJSSEyMlLjLnFeXh6DBg0iICBAq5m4VMrKyigrK1PPclRaWkqdOnWoU6cOT548UR+MVOUxNjaWvB1nzJhBSkoKhw8f1ihTRESExtXDN998kxUrVmi1v5g5cyapqakcOnRII8vNzQ1ra2vWrl3LzJkzSUpKIiYmRvJMmKrtV15eXmX7AezcuRNvb2/q168vuSz/iRx9tIcXZV26dAlLS0tatWrFvXv3mDVrFp6enlhYWGiVU9vbDl7c7lR2797N4MGDtc4qKiri3Llz9O3bl3r16nHmzBkOHjzIpk2beO2111iyZAkRERH07dtX/QyTlGeTi4qKiI2NrXLM2LhxI66urjRv3pzPPvuMqVOncunSJWJjY6t9dubPuH//Pr/88guvv/46MpmMo0ePkpSUxMKFC/npp59o1aoVdnZ2FBcXExoairOzs6ROFMCsWbNITU0lPDxco566du3Khg0buHLlCh06dODXX38lPj7+pSMeXuRlx4vbt2/j5eXF+fPn6dChA6tXr2bAgAGSj7ujRo2q9ji4fPly4uLisLGxoXnz5uTn57Nq1SrJ+9bKOZs2bSInJ4cVK1ZoTP4A8Nprr/Htt99qPAv27zx79ozy8vIq+xWZTMazZ8/Uk06UlZWp7z6pJqNQDedTKpWUlZVVuYgh/O/RWUfqzJkznDx5EoVCQdu2bVm8eDFGRkZYWFgwe/ZstmzZwmeffYajo6Pksa316tXT2BmZmJhQt25dGjRoQEhICHfu3GHu3LnMnTsXgObNm3Py5ElJWWVlZXz22WfcunWL/2PvvuOiuPb/j7+WtiKKICoawQ5GBSwYiYJib4mNGGsSNSpJLNg7aowKFrDEWLm2GDXFkmgUsURj78FEjSgKogJ2riCClP394Xfnxwrmyuy61+R+no/HPuLObM6b2TlzZs6Us5aWllSuXJlFixZRqVIlDhw4wLhx43j06BEODg60aNFCuZJjimXSarU4OTkRFxdHYGAgSUlJlCxZkj59+hj14LA5s9auXcu4cePIzc3FxcWFL774QjmzmJGRwfbt25UrA8bQaDSsXbuWsWPHKlnTp08vcLAHS0tLSpQooeo+9L/67uDZEMrHjh0zyfD0/ymrWrVqyjx/f38AVaNgJiQksGrVKrRarUGZCxcu5Nq1a8qQ3XnP/Kn9LanQ0FCDZ6w2bNhAcHAwkydPxtPTUxnRUd/Rj4mJUfVsR0JCAqtXr0ar1Roc0C1YsCDfbaSWlpY4ODioPqjIm5X3uTL9s3QbNmwgKCiIBQsW4OrqytKlS1UPgDNr1ixCQkKU9xs3bmTixIkEBweTkZHBli1b2LBhg6qy/xs55qoP8GyZ8v4UxsaNG5k0aRJubm5MnTqVu3fvYm9vT/PmzfPdflzYHHN8d/+p3mVkZLB161aD33tSS6PRsHr1akaNGkVubi6urq7MnDlT+U20NWvWMG7cOD777DO8vb1Vt+kajYY1a9bka8f1+4w1a9YwatQoFi1ahIuLC4sWLcLNzU1VVnZ2NgsWLFD27VWqVGHx4sVUrlyZw4cPM2vWLB48eICdnR0NGjTgq6++UpVz48YN1qxZg1arNRgUYd68ebz//vuMGzeOvn37cvfuXZycnBgxYoSqE7J/tb9wcnIiNDSUoUOH8vDhQxo3bpzv9m1TZV28eJERI0bw73//G0dHR9q0acPo0aNNkmNnZ2ewD3xeyZIlX/pkov5EB6AMGAHPbu+zsrLCxsZGuVplYWFh8Gx3Tk6OcjJOP6qfPCclNIW5LLllyxazXMN86623zBFj9BCghWGKobdfJ8YOplAYaq/AFdbjx4/NkgPmqw9qz66rYa5lyrvze9XMddvGP619AMx2gGHO4YfNVR/y/nbNq2au38Ex57Mk//73v82SU7p0abPkAEaNgFcYxjwPVljmup3MnCPOpqen/+3ukatbt64u7yM4rzMHB4czOp2u/n/778jLPEeoQgghhBBCCPGKaDQarUajWanRaK5rNJpUjUYTrdFo2v3fvEoajUan0WjS8rzU3SOcxz9jAHwhhBBCCCHE/zIr4AbgDyQA7YHvNRpN3lFcHHQ6nckuvcoVKSGEEEIIIcTfmk6ne6zT6T7X6XTxOp0uV6fT/QzEAd6vKlOuSAkhhBBCCPE/6p86/LlGo3EG3IELeSZf12g0OmAPMEan090zJkOuSAkhhBBCCCFed6U0Gs3pPK/AF31Qo9FYA+uBtTqd7hJwD3gLqMizK1TF/2++UeSKlBBCCCGEEOJ1d+9lRu3TaDQWwDrgKTAEQKfTpQGn/+8jtzUazRAgSaPRFNfpdKlq/yDpSAkhhBBCCCH+9jTP7lNcCTgD7XU63Yt+e0H/exZG3Z0nHSkhhBBCCCHEP8FSoAbQUqfTPdFP1Gg0PkAKcAVwBL4EDuh0OqN+eE6ekRJCCCGEEEL8rWk0morAJ0AdIDnP70X1BqoAu4BU4DyQCfQ0NlOuSAkhhBBCCCH+1nQ63XXgr4Yg3GjqTOlICSGEEEII8T9Io9H8Y4c/Nwe5tU8IIYQQQgghCqlQV6RKliz5qv4OA7m5uWbJSUlJMUsOmO/HzpycnMySk56ebpYcACsr81w4LVWqlFlywHx17/Hjx2bJAfOtJ2tra7PkAOTk5Jgl59GjR2bJAfO1Eeb67jIzM82SA5CRkWGWnOzsbLPkgPm+v7S0NLPkgPnqeGqq6hGTCy0xMdEsOeY6/gKoVq2aWXImT55slhzxv0muSAkhhBBCCCFEIUlHSgghhBBCCCEKSTpSQgghhBBCCFFI0pESQgghhBBCiEKS4c+FEEIIIYT4HyXDn6snV6SEEEIIIYQQopCkIyWEEEIIIYQQhSQdKSGEEEIIIYQoJOlICSGEEEIIIUQhmaQj1a5dO4NXixYt+PLLLwHYs2ePwby2bdvSrFkzYmJijMqMi4vD3d2d4cOHA3Ds2DEqV65MzZo1ldemTZtUl9+iRQuDl5+fH/PmzVPmnz59mh49etCsWTOGDBlCUlKSUcsDz74rfZldu3YlOjoagG3bttG1a1eaN2/O8OHDuXv3ruqMDz74AA8PD+rUqUOdOnVo06YNAHfu3OHTTz/Fz88Pd3d3bt68afTywLP1VKNGDUaOHKlMW7t2Lf7+/tSuXZtOnTpx+vRpk2W5u7szbNiwfPNGjx5NxYoViY+PV1V2ZmYmgwcPplatWrzxxhv4+vqye/duAC5duoS/vz8VKlSgQoUKdOzYkUuXLhmzKIq4uDjc3NyUZdq3bx8BAQF4eHjg7e3N2LFjSUtLU13+4MGD8fLyolq1ajRq1Ij169cr89LT0xk3bhw1a9bEzc2Nzp07q85ZunQpvr6+lChRgoEDByrTr1+/jq2tLaVKlVJeoaGhqnPyZjk4OBAYGKhM//bbbyldurTycnJyomjRopw9e1ZVTmZmJoMGDaJmzZqUK1eORo0aKXXi6dOnfPDBB9SqVYvixYtz6NAho5bJXOspLwcHB4OXVqstcNtSY+nSpTRq1Ah7e3sGDBigTD9x4gTt27enXLlyuLi40KtXL6Pa1szMTIYMGYKHhwcuLi74+fmxZ88eAL7//nvKly+vvMqVK4eDg4PS7qph7vV07do1qlatytChQ5VpW7duxcfHBzc3N/r378/Dhw+NzjFXOx4ZGUnnzp3x8fHhnXfeUbbNEydO0KlTJ3x8fOjfvz+JiYlGZ4F5v7+8+6ajR4/SunVrPD09qV27NoGBgSQnJxud86qPIVq2bGnwaty4sXJclJWVxaRJk3jvvffw9fVV3a7mNWjQIDw9PalatSoNGzbkm2++ASAhIQFnZ2cqV66svPIen/0nx44dY/HixUyePNngODE7O5v169czZ84cJk6cyLVr1wz+vzVr1vD5558rr8mTJ7Nw4UKjl1P8vZlk1L7IyEjl30+ePCEgIAB/f38AWrVqRatWrZT5u3btYt26dbi7uxuVOWXKFGrXrm0wzdnZmePHjxtVrt6+ffuUf6enp9OhQweaNWsGQEpKChMmTGDChAn4+voSERHBlClTiIiIUJ138uRJlixZwvTp06lZsyb37t0D4OzZsyxbtoyvvvoKV1dX5s+fz5QpU1i6dKnqrClTptCtWzeDaRYWFjRu3JhPPvmE7t27qy77eZ9//jleXl7K++joaObOncvGjRvx8PBgw4YNfPbZZxw/fhxLS0ujsiZPnmyQpXfq1CkSEhKMKjs7O5vy5cuzc+dOXF1diYqKom/fvhw7doyyZcvy9ddfU6FCBXJzc1mxYgX9+vXj2LFjRmUCBAcHGyxTamoqQUFB+Pj4kJmZSVBQEDNnzlTd+Rg6dCjz5s1Dq9Vy5coVpZNWu3ZtxowZQ3Z2NgcPHsTR0ZHz58+rXo5y5coxbtw49u7dy5MnT/LNT05OxsrKNIOI5s3KyMhQpvfo0YMePXoo79etW8esWbOoW7euqpzs7GxcXFyIjIxU6kSfPn04fvw45cqVo2HDhgwaNIiPPvrI6GUy13rKKyUlRfl3WloaLi4udO3a1SRllytXjvHjx7Nnzx6D+pCSkkL//v1p1aoVVlZWDB8+nMDAQLZv364qR7/d7tixA1dXV3bv3k2/fv04cuQI3bp1M2gH169fz9y5c/PtVwrD3OspODjY4O+NiYlh/PjxrF27Fk9PT8aOHcukSZNYsmSJUTnmaMePHTvGwoULmTNnDh4eHsrB/sOHDxk5ciRTp07F39+fxYsXM3bsWOWg2hjm+v6e3ze5ubmxbt06nJ2dyczMJDw8nEmTJrFy5UrVGeY4hti7d6/y7/T0dDp27Ejz5s2VaV5eXnTr1o3JkyerXo68goKCmD9/vrI9denSBU9PTxwdHQG4cuWKqv1G8eLFadasGZcvXyY7O9tgXqVKlfD19WXjxo35/r++ffsavI+IiKBKlSqFzn8dyah96pn81r5ff/0VR0fHAg9oAaKiomjdurVRK23btm3Y29vTqFEj1WUUxoEDB3B0dKROnTrK+8qVK9O8eXO0Wi39+/fnypUrqq92wLMNsl+/fnh4eGBhYUGZMmUoU6YMhw8fplmzZlSpUgVra2v69etHdHS0ya4Y6ZUqVYrevXvj6elpsjK3b9+ebz3dvHkTNzc3PD090Wg0dOnShQcPHnD//n2jsvR1wtfX12B6dnY2U6ZMYdq0aUaVb2dnx8SJE6lYsSIWFha0a9eOihUrEh0djYODAxUrVkSj0aDT6bC0tMx3JkuNgpapc+fONG3aFFtbWxwcHOjZs6dRZ4LffPNNtFot8Kwh1Wg0xMfHc+XKFaKioggLC6NUqVJYWloadYDZuXNnOnbsSMmSJVWXYeqs9evX06tXL9Vt0V/VCRsbGwYPHkyjRo2MPkEA5ltPL7JlyxbKlCmDn5+fScp70Tpq06YN7733Hvb29hQtWpTPPvvMqBMSdnZ2TJgwQVlHbdu2pUKFCgVeddq4cSM9evQwat9kzvX0008/5Wsftm7dSsuWLXn77bexs7NjzJgxREZGGnXV2lzt+NKlSwkMDMTLywsLCwucnZ1xdnZm3759VK1aldatW6PVavn000+5fPkycXFxqrPAfN9fQe146dKlcXZ2Vt5bWloadfwA5j+G0B8X6euxtbU13bt3p3bt2lhYmObQ8kXbk7E8PDyoWbMmRYsWNZhuZWWFr68vlSpV+o/twMOHD4mPj6devXpG/z3i783kHandu3e/sKOUnJzM77//TuvWrVWXn5qayvz58wkODs437/79+9SvXx8/Pz+++OIL0tPTVefktXPnTtq2bassk/52Kz1bW1vKly+vumHPycnh0qVLpKSk0LVrVzp27EhYWJjB2XQ9nU4HYNSBenh4OA0aNKBHjx6cOHFCdTl/JTU1lQULFjBx4kSD6f7+/uTk5BAdHU1OTg4//PADNWvWpHTp0kZlzZs3r8CzYP/617/w8fGhRo0aqssvyJ07d4iNjTUo19XVldKlSzNmzBhGjRplVPmpqamEh4czZcqUv/zciRMnjL66O27cOCpXroyfnx/Ozs60bNmS3377DRcXF+bOnUvNmjVp2rQpP//8s1E5f8Xd3Z2qVasSGBionEl9lRISEjh8+DC9e/c2WZn6OvHmm2+arMy8/pvrad26dXzwwQdmP2t5+PBhatasabLy7ty5w9WrV/O1BwkJCRw9etTgiqVa5lhPqamphIWF5WsfLl++bPB9VapUCWtra9X7C3O14zk5OVy4cIGHDx/y7rvv0qpVK0JCQsjIyODq1asGbVzRokVxcXHh6tWrqrL0y2Wu7+9F+6Zbt27h6elJ9erVWbFiBZ9++qmqDDD/MQQ8uxMp73HRqzJu3DjlKpF+e9Lz9vamTp06DBs2zOiTsYV19uxZKlWqpFwdE/+7TNqRSk5O5ty5c8pzN8/bvXs3np6elCtXTnVGeHg43bp1y1dG1apV2blzJydPnmTjxo2cP3+e6dOnq87RS0pKIjo6mvbt2yvTnjx5gp2dncHnihUrprrj9uDBA7Kzs9m/fz/Lli3j66+/5vLly6xZs4a3336bffv2ERsbS0ZGBqtWrUKj0RTYQL6MMWPGsG/fPg4fPky3bt349NNPjb7trSDz588vcD0VK1aMtm3b0r17d2rUqMGiRYuYOXOmUY1xeHg43bt3z5eVmJjIhg0bDO7rN4WsrCwGDBhAr169DHbwN27c4ObNm4SFhb3wiuzLCgsLK3CZ8jp48CCbNm0yutM2e/ZsYmNj+emnn2jfvj02NjYkJSVx6dIlihcvTnR0NCEhIQQFBXH58mWjsp7n5OTE4cOHuXz5MkePHiU1NZV+/fqZNKMg69evV848mkJWVhb9+/enV69eVK9e3SRlPu+/tZ6uX7/OwYMH+fDDD01W5sv4448/CAkJISQkxCTlZWVlMXDgQHr27Jnv5MO3335Lw4YNTVIfzLGe5s6dS48ePXjjjTcMpj9+/Bh7e3uDacWLF1d9RcVc7fj9+/fJzs5m7969rF69mu+//56YmBgiIiJIT0+nWLFi+Zbp8ePHqrLAfN/fi/ZNAOXLl+ePP/4gOjqa0aNHU7VqVVUZYN5jCHh2rBcdHU27du1Ul/GyZs+ezdWrV9m2bZuyPTk5OREVFcWZM2fYvXs3aWlpDBo06JX/LXn99ttvcjVKACbuSO3ZswcPD48XHvzt3r37hZ2sl3HhwgWOHDlC//79880rU6YMbm5uWFhY4Orqyvjx49m1a5fqLL1du3bh5eVl0ODa2trma8QfP36c7zLxy9Jfuu7atSulSpVSbtk6evQoDRo0YMCAAUyYMIGAgADKlStH0aJFKVOmjKqs2rVrU6xYMWxsbAgICKBevXocOHBAVVkvcvHiRY4ePVrgAfH333/Ppk2b2LVrF5cuXSI8PJwBAwZw+/ZtVVkXLlzg8OHDBdaJadOmMWzYsHw7RmPk5uYycOBArK2tCQsLyzffzs6O/v3788knn6h+oFe/THkfwn/e2bNnCQoKYtmyZSa5R9vS0hIfHx+SkpJYu3YtRYoUwdramhEjRmBjY0OjRo3w9fXl119/NTorr2LFiuHt7Y2VlRXOzs7Mnz+fvXv3kpqaatKc523YsMFkV6P0dcLGxobw8HCTlPki/431pO90Vq5c2WRl/idXr16lU6dOhIWFmeR2wtzcXD755BNsbGyYO3duvvnffvstPXv2NDpH71WuJ337kHfQFj07O7t8205aWlq+jsjLMGc7XqRIEQB69uxJ6dKlcXR05MMPP+TQoUMULVo03/42LS0t38nMl2Wu7++v9k15OTg48N577zFw4MB8z+u8LHMeQ0DBx0WvUt7tac2aNdjZ2VGnTh2srKwoU6YMoaGhHDhwwKhbMAsjPj6etLQ0PDw8zJInXm+mebr7/+zevfuFO6M//viD+/fvK4NQqHH8+HFu3ryp3Kudnp5OTk4OV65cYceOHQaf1Wg05Obmqs7S27VrV74zsZUrV843wMatW7dUH2jY29tTpkwZg7N5ef/dtWtX5SHvhIQE1qxZ81o/4HjixAlu3rxJ48aNgf+/nmJjY6lXrx7NmzdXvit/f3/KlCnD2bNnVZ3der5OPH78WKkTN27c4PTp0wYDMXTp0oWpU6eqGjFLp9MxePBg7t69y6ZNm7C2ti7wc7m5uTx58oTExERVt7ocO3aMmzdv0rBhw3zLtHPnTs6fP0///v2ZO3euyZ5Z0cvOziY+Pr7AEx7muK1Ln2GKbfdFjh07RlJSEl26dDG6LJ1Ox6BBg7hz5w6bN29+YZ0wNXOup2+++YYxY8aYtMy/cv36ddq1a8eECRNM0tnV6XQMGTKEO3fu8MMPP+RbR8ePHyc5OZlOnToZnfW8V7Gejh07xo0bN/Dx8QEM24emTZty8eJF5bPXr1/n6dOnqvYX5mzH7e3tcXZ2LvA7qVq1qsFgI+np6dy8eVP1FRxzfX9/tW/auXOnwWdzcnK4d+8eaWlpODg4FDrL3McQu3bt4oMPPlD9/6ul355e5FXuN/I6e/YstWrVUjqw4n+bya5InT9/nnv37tG0adMC50dFRdG4cWPVV20AevXqxa+//srOnTvZuXMnvXv3pnnz5nz99dccPXqUmzdvotPp/FMgTAAAIABJREFUSExMZPbs2QajBarxxx9/cPfuXWW0Pj1/f3+uXbvG/v37yczMZNWqVVSrVs2o20LeeecdNm3axIMHD3j06BHffvstvr6+ZGZmcvXqVXQ6HcnJycyaNYtu3bqpusry6NEjDh06RGZmJtnZ2Wzbto3Tp08rO8rMzEyePn0KPBu+OTMzU9Wy9OjRg/379/Pzzz/z888/07NnT5o1a8bq1avx9PRk//79JCQkoNPpOHz4sDI0rBq9evXi4MGD+erEunXr2L9/P5GRkco8gJUrV9K2bVtVWSNGjCAmJobvvvsOW1tbZfovv/zCuXPnyMnJ4dGjR0yYMAEHBwfVt3j17t2bQ4cOERkZSWRkJB988IGyTDExMXz00UdMmzbN6Pp99+5dfvzxR2UHv3//frZu3Urjxo15++23KV++PF9++SXZ2dmcPHmSI0eOvHD7/k+ys7PJyMggJyeHnJwcMjIylHIvX75Mbm4u9+/fZ9SoUTRp0oQSJUqoXi59Vm5urkGW3jfffEPnzp0pXry46gy94cOHExMTw/fff29QJ+DZ9qS/febp06dkZGQozycUhjnX0/OOHj3KrVu3TDZan96L6sOtW7do27Ytn332WYFXDNQYOXIkly9f5ttvv823juDZIBMdOnQwuj6Yaz317t2bI0eOEBUVRVRUFB9++CEtWrRg/fr1dOnShb1793LixAnS09MJCwujXbt2qq6omLMdB+jUqRMbN27k/v37PHr0iG+++YYmTZrQvHlzYmNj2bt3L5mZmSxfvhw3NzfVJy7N9f391b4pMjKSq1evKu3e9OnTqVWrlqpOlJ45jiHgxcdFYHjckJWVRWZmpqo2D55tT1u3bi1wezpz5gyxsbHk5uby4MEDJk2apPycwsvIyckhKysLnU5Hbm4uWVlZ5OTkAM/apqysrHyf08vKyuKPP/6Q2/qEwmRXpP6qo/T06VMOHDhg9Mhptra2BjvCokWLotVqcXJy4uLFi4wYMYJ///vfODo60qZNG0aPHm1U3s6dO/H39893C4GjoyMhISGEh4czbdo0atWqxRdffGFU1scff8y///1vunfvjo2NDS1atKBv3748ffqUqVOncuvWLYoWLco777xj8Ns4hZGdnc38+fOJi4vDwsKCKlWqsGTJEmWHlHfEPn1nQ809/M+vJzs7O2U9BQQEkJCQQK9evXj06BFly5ZlxowZqs8u/lVWQUqWLKncRlIYCQkJrFq1Cq1WazDQyIIFC7CxsWHMmDEkJiZSpEgRvL292bJli6ocKLieFylSBCcnJ0JCQrh//z5jx45l7NixwLN77fMO1/+yNBoNa9asYezYseTm5uLi4sL06dOVs+dr1qxh1KhRLFq0CBcXFxYtWmSw7IUxa9YsZs6cqbzfuHEjkyZNws3NjalTp3L37l3s7e1p3rw5a9euVZWRNyvvczUbN25k4sSJBAcHk5GRwZYtW9iwYYNRGWBYJ6pVq6ZMX7hwId27d6devXrK84f6K6Dnz5+nYsWKhcox53p63rp160zW6cwrNDS0wPqg0WiIi4tjxowZzJgxQ5mv9kHyhIQEVq9ejVarNTixoX/2JyMjg61bt7Ju3Tr1C/N/zLWe/mo/6OTkRGhoKEOHDuXhw4c0btxY9e2m5mzHAQIDA0lJSaFTp07Y2NjQunVrBg4ciFarJTw8nNDQUCZOnIinpyezZ89WnfM6fH/JycnMmDGD+/fvU6xYMd5++21WrFihepnAPMcQ8GyQiYKOi+DZrZn638PSP5u8adMmVc/FazQa1q5dm297atu2LVu2bCEkJIR79+5RvHhx/P39Wb58+UuXvX//fn755RflfXR0NM2bN6dly5bMmzdP+emH1atXA8+eLdcPKnHx4kVsbW1f67uC1JDhz9XTFOZswYEDB9SdWigkc92Lb6of9XsZ5qqkL+pAmJophnR+Wab6faH/xJyj7+T9jZ5XycbGxiw5gFFXkQpD7RlONfRnKV81Yx6cLyxztRHm+u6MeWj+dc1S+6yMGmrvPCgscz2/Av+8Og7mO14x1+1xgMEJqFfJmN/nKqwJEyb87Xok9erV0x0+fPi//We8FDs7uzM6na7+f/vvyMvkw58LIYQQQgghxD+ddKSEEEIIIYQQopCkIyWEEEIIIYQQhSQdKSGEEEIIIYQoJOlICSGEEEIIIUQhmWc4NCGEEEIIIcRrR4Y/V0+uSAkhhBBCCCFEIUlHSgghhBBCCCEKSTpSQgghhBBCCFFI0pESQgghhBBCiEKSjpQQQgghhBBCFJJ0pIQQQgghhBCikAo1/HmxYsVe1d9hwN7e3iw5ubm5ZskByMrKMktO0aJFzZLzT/TkyROzZZUsWdIsOTKkqXHM1UaYqz6A+epEenq6WXKys7PNkgNgY2Njlhw7Ozuz5ADcvXvXLDkODg5myQHQarVmyTHXfh2gbNmyZsm5f/++WXIAMjMzzZLj6+trlpy/K41GI8cKRpArUkIIIYQQQghRSNKREkIIIYQQQohCko6UEEIIIYQQQhSSdKSEEEIIIYQQopCkIyWEEEIIIYQQhSQdKSGEEEIIIYQoJOlICSGEEEIIIUQhSUdKCCGEEEIIIQpJOlJCCCGEEEIIUUgm7Ujt3r2b999/n8aNG9O5c2d+++03ADIyMpg1axYtW7akadOmBAYGqs7IzMxk6NCheHl5UaFCBZo0acKePXuU+V9//TXe3t64urrStWtXkpKSjF6uuLg43nzzTUaMGAHA4sWL8fDwUF41atSgatWqPHjwQHXGhx9+iKenJ3Xr1qVu3bq0adMGgOPHj9OhQwfq16+Pj48PgwcP5vbt20Yv07Vr16hatSpDhw4F4Pbt2/Tr1w9vb29cXFy4ceOG0RnmzDFH1qBBg/D09KRq1ao0bNiQb775BoCEhAScnZ2pXLmy8po3b57qnMzMTAYNGkSNGjUoW7YsDRs2ZPfu3cr8/fv3U7duXUqXLk27du1ISEhQnbVs2TL8/PxwdHTMt11u3ryZevXq4ezsjLe3N9u3b1eds3TpUnx9fSlRogQDBw4s8DMhISHY2tryyy+/qM7Jm+Xg4JBvmdLT0xk2bBiurq6ULVuWVq1aqc7JzMxk8ODBeHh4UL58efz8/JS26Pr165QoUYI33nhDec2ZM8eo5crrzz//pHXr1pQqVYoaNWrw448/mqzs53333Xd4eHhgb2+Pu7s7hw4dMrpMc7bjn332GR4eHlSpUoW3335b2W5jYmJo1aoVbm5uuLm58d577xETE/PaL5O+fahZsyblypWjUaNGSvtw8uRJOnbsSIUKFahUqRIffvghycnJqpcpL3PsB/U57u7uDBs2LN+80aNHU7FiReLj443K+Oyzz6hVqxaVK1fGx8eHdevWAXD69Gm6du2Km5sbb775Jh9//LFR39+QIUOoU6cO7u7u+Pn5sX79emXetm3baNKkCW5ubvj7+xMZGWnUMsGz76569eoMHz5cmXb//n2GDRuGl5cXtWvXNpinVlRUFF27dsXPz49OnTopx3p6ERER1K9fnxMnThidFRcXh5ubm1If9u3bR0BAAB4eHnh7ezN27FjS0tJUl9+2bVuDV7NmzViwYAEASUlJ+Pv7G8xfu3at0cv0OtJoNH+L1+vIylQFnThxgkWLFhESEkKtWrW4d++eMm/mzJnk5OTwww8/YG9vz+XLl1XnZGdnU758eX7++WdcXFzYs2cP/fv35/DhwyQkJDBjxgx++uknqlatyoQJExg4cCA///yzUcs2depUvLy8lPeDBw9m8ODByvsFCxZw6tQpSpYsaVTOlClTeP/99w2mVatWjX/96184Ozvz9OlTFixYwNSpU1m2bJlRWcHBwdSuXVt5b2FhQdOmTRkyZAidOnUyquz/Ro45soKCgpg/fz5arZYrV67QpUsXPD09cXR0BODKlStYWRm/Senr+K5du3B1dSUqKoqPPvqIEydOYGdnR+/evfnqq69o374906dPp0+fPuzfv19VVrly5Rg3bhx79+7lyZMnyvTExET69+/Pd999R+vWrYmKiuKDDz7g4sWLlClTxmQ5eteuXWPLli2ULVtW1XK8KCsjI8Ng3pAhQ8jOzubs2bOULFmSc+fOqc7Jzs7GxcWFHTt24Orqyu7du+nbty9Hjx5VPpOQkGCSOvF87nvvvUdgYCCRkZEcPHiQLl26cPLkSdzd3U2atWfPHiZMmMCGDRto0KCBSU5MgXnb8WHDhrFgwQJlu+3cuTOenp5UqlSJlStX4urqSm5uLqtWrSIwMJBff/31tV4mfb2LjIxU2oc+ffpw/PhxUlJS6NevHy1atMDKyopRo0bx2WefsXXrVlXLlJe59oOTJ082yNE7deqUUSeN8nq+TnTq1AkvLy9SUlL48MMPWb16NZaWlowfP56goCC+//57VTlDhw4lPDxcyenatSuenp6ULl2aoUOHsnr1apo1a8a+ffsIDAzk5MmTlCpVSvVyTZkyJd939+mnn1K7dm0OHz6Mra2tUcdf8Ozk7qJFiwgNDc13rAdw8+ZN9u7da9Ry5BUcHGywTKmpqQQFBeHj40NmZiZBQUHMnDmT0NBQVeXv2rVL+Xd6ejoBAQE0a9bM4DM///yzydtx8c9hspqxfPlyBgwYgKenJ4BysBUfH8+hQ4f4+eefKVasGAA1atRQnWNnZ8f48eOV923atKFChQpER0dz6tQpOnXqpJQ/evRoatWqRVxcHJUrV1aVt337duzt7alXrx7Xr1/PN1+n07F161aCgoLULdB/8HxjZGlpafTO5KeffsLe3h5vb2/lzF7p0qXp06cP2dnZRpX938gxV9abb76p/Ft/diQ+Pl7pSJmKnZ0dkyZNUt63a9eOihUr8ttvv/HgwQNq1KhBQEAAABMnTqRixYrExMRQvXr1QmfpO5hnz57l1q1byvRbt25RokQJ5cpo27ZtsbOzIy4uTlVHqnPnzgXm6A0fPpwZM2YUeBbamKzExERlekxMDDt27ODKlSvY29sDUK9ePdU5dnZ2TJgwQXnftm1bKlasSHR0NHXq1FFd7n9y6dIlkpKSGDZsGBqNhmbNmtGoUSPWr1/PtGnTTJo1bdo0goODefvttwEoX768Sco1Zzv+ou22du3alChRAnjWjltYWBh1pcNcy2RnZ8fEiROV9/r2ITo6Ot8Jo08++YR27dqpXiY9c+0Ht23blq8dh2edxylTpjBv3jzatm1rVAYUXCfi4uKUtkOvf//+Rp2Ey9sm56172dnZ2Nvb07x5cwBatmxJ0aJFiY+PV90B0a+jvN/dwYMHSUpK4ttvv8XS0hKAWrVqqV4egBUrVhR4rKc3e/Zshg4dyuzZs43KAcP6oK93edeRra0tPXv2NOoOkLwOHjyIg4NDgR15IV7EJLf25eTk8Oeff/Lw4UO6dOnCO++8w5w5c8jIyODChQuULVuWFStW0LJlS3r06GH0rTt53blzh6tXryoNo06nU+bp//3nn3+qKjs1NZX58+cbHNQ+79SpU9y/f98kjXt4eDg+Pj706NHD4JJ4YmIi9evXx8vLi1WrVjFgwADVGampqYSFhTFlyhSj/97XIcfcWePGjaNSpUr4+vri7OxMy5YtlXne3t7UqVOHYcOGcf/+fZNl3r59m9jYWGrUqMGff/6Jh4eHMs/Ozo7KlSurruMvUq9ePd5880127NhBTk4O27dvx8bGxiDbVDZv3oxWqzXJNvRXTp8+TYUKFZgxYwaurq689dZbJr0l7s6dO8p60tPf8jRo0CCT1onn6XQ6Lly4YNIyc3JyOHPmDHfv3qV69epUrFiRoKCgAq8oGutVtuMAY8eOpWLFijRq1AhnZ2datGihzKtWrRqurq5MnDjRJB15vVe9THlzYmNjDToHekeOHClwemGYaz+YmprKvHnzmDx5cr55//rXv/Dx8THqJOzzxo4dS4UKFWjYsGG+tlzv2LFjRn9/EyZMoEqVKjRp0oQyZcrQokULateujZubG1FRUeTk5BAZGYlWq6VmzZqqMvTfXXBwsMH06OhoqlSpwqhRo6hbty6dOnXi+PHjqpclJyeHixcvkpKSQufOnWnfvj2zZ89Wrvzv3bsXa2tr/Pz8VGfopaamEh4e/h/36ydOnDDZlfhdu3bRpk2bfLeQde/ena5duxIaGkpKSopJssQ/h0k6Ug8ePCA7O5tffvmFiIgI1q9fT0xMDKtWrVJ2JsWKFSMyMpIxY8bw+eefExcXZ3RuVlYWn3zyCT169MDd3Z0WLVrw448/cuHCBZ48ecLcuXPRaDSqd/zz58+nW7dulCtX7oWf2bx5M+3atcPOzk7tYgDPzlDu3buXQ4cO0b17dz799FPlytMbb7zB6dOnOX78OMOGDaNKlSqqc+bOnUuPHj144403jPp7X5ccc2fNnj2bq1evsm3bNtq3b4+NjQ1OTk5ERUVx5swZdu/eTVpaGoMGDTJJXlZWFv3796dXr15Ur16dx48fK2fR9UqUKGHUPeIFsbS0pFevXvTr1w9HR0f69evHokWLjK7nz0tNTWXq1KmEhYWZtNyC3Lp1iwsXLmBvb8/Vq1eZN28eAwcO5NKlS0aXnZWVxYABA+jZsyfu7u44OTmxf/9+zp8/z6+//kpqaqpRJ0Dyql69OmXKlCE8PJysrCz27NnDwYMHTd7BuX37NllZWWzZsoUDBw5w5swZfvvtN2bOnGnSnFfdjgPMmTOHa9eusW3bNt555x20Wq0yLzY2ltjYWEJDQ5Wz7MYyxzLpc/K2D3mdP3+e2bNnM2PGDKMyzLUfDA8Pp3v37vlyEhMT2bBhAyNHjlRddkHmzJlDXFwc27dvz1cnAC5cuEB4eDhTp041Kic0NJQrV66wdetWZZ9haWlJ165dGTx4MJUqVWLw4MHMnj2bokWLqsqYN29egd9dUlIShw4domHDhpw8eZIBAwYQGBio+jk2/bHevn37+Ne//sWGDRuIiYlh5cqVPH78mMWLFzN69GhVZT8vLCyswGXK6+DBg2zatIlRo0YZnZecnMy5c+cMTgaUKFGC5cuX891337FixQqePHli9PYk/nlM0pHSN0DdunWjVKlSODg40Lt3b44cOYJWq8XKyoqPP/4Ya2trvL298fb2NuqsCEBubi6ffvop1tbWykPcTZs2Zfz48fTp04c6depQoUIFihUrpuoA++LFixw5coSPP/74hZ958uQJkZGRym1WxqhduzbFihXDxsaGLl26UK9evXz36js4ONClSxcGDRqk6na1CxcucPjw4Rc+7G8q5soxd5aepaUlPj4+JCUlsWbNGuzs7KhTpw5WVlaUKVOG0NBQDhw4YHTnJjc3lwEDBmBjY6PcumBnZ8ejR48MPvfo0SPltllT+eWXXwgODmbXrl2kpKQQFRXFoEGDjHqmqCAzZsygV69eVKxY0aTlFsTW1hZra2vGjx+PjY0NjRs3pkmTJuzbt8+ocnNzcwkMDMTGxkbpEBYrVox69eopdSIsLIxffvmF1NRUo5fD2tqaH374QXlGZsGCBXTt2tVkt93p2draAs+ehSlXrhylSpVixIgRBs8UGOtVt+N5WVpa8vbbb5OYmMiaNWsM5tnZ2dG3b1+GDBnC3bt3jcox1zLl5uYycOBAbGxsCA8PN5h39epVAgICmD17Nr6+vqozzLUf1Lfj/fv3zzdv2rRpDBs2TLkd15T0dSIpKYnVq1cr069du0aPHj2YOXMmDRs2NEmOfp+xdu1aDh48yMyZM9m8eTPXr19ny5YtjB49mvPnzxe67L9aR0WKFMHFxYXu3btjbW1Nhw4dlBOzauiP9bp3757vWG/FihW0b9/eJCc09fXhr04+nT17lqCgIJYtW2bUyWW93bt34+npadBxK1q0KG+++SZWVlaULFmSYcOGcerUKdLT043OE/8cJnlGyt7enjJlyhQ4oka1atXyTTN25A2dTsfQoUO5e/cu3333HdbW1sq8AQMGKBtfbGws4eHhqm4HOH78ODdv3lQuUaenp5OTk0NsbKwyellUVBQlSpRQnh8wJY1GY3AriF5OTg73798nLS0NBweHQpV57Ngxbty4gY+PDwCPHz8mJyeHK1eumPTgyFw55s56XnZ29l8+U5Gbm6u6bJ1Ox6BBg7hz5w5btmxR6niNGjXYsGGD8rnHjx8TFxdn0lteAH7//Xd8fX2VZ4i8vb1566232L9/v8GAHsY6cOAAt27dYsWKFQDcvXuXDz74gJEjR5rszKZeQbclmqIt0h98//DDDwZtUUE5xtSJvLy8vAw6gE2aNOHDDz80Sdl6jo6OuLi4GHxHphw1yRzteEFycnIK3G5zc3N58uQJycnJlC5dWlXZ5lqmvO3D5s2bDXISEhLo2LEj48aNo2fPnqrK1zPXflCf06hRI8CwHb9x4wanT582GEygS5cuTJ06Nd8zTWrlbctv3LhB165dGTVqFN26dTNJ+Xlzrl+/TlZWFj4+PkpbWqdOHerWrcuhQ4cKffu0/rvTd5j16+jdd9/lww8/NPpEUV729vY4OzsbTNO3CadOneL27dts2rQJgIcPHzJhwgQ++ugj+vbtW6icY8eOcfPmTaUTm7c+7Ny5k/Pnz9O/f3/mzp1rktsI4Vk97tWr119+xtTtuPhnMNlgEx06dOC7776jYcOGWFlZsXHjRvz8/KhXrx5ly5ZlzZo19O3blwsXLnDmzBmjHkodNWoUly9fZuvWrcpZU3g2zPq1a9eoUaMGt27dYsSIEXzyySeF7nAA9OzZkw4dOijvIyIiuHnzJtOnT1embdmyhYCAAKMPLh49esS5c+do0KABlpaW7Ny5k9OnTzNp0iR2795NtWrVqFSpEikpKYSGhlKzZk1Vy9S7d286duyovF++fDk3btxQdlAZGRlKA/H06VMyMjIoUqTIa5tjzqy7d+9y+PBhWrduTZEiRTh48CBbt25l2bJlnDlzhhIlSlClShVSUlKYNGkSjRo1MuoM6rBhw4iJiWH79u0GdbxDhw4EBwfz448/0rZtW2bNmoWHh4eqgSbg2Y49OzubnJwccnJyyMjIwMrKCm9vb+bNm8e5c+eoXbs20dHRHD16VPWVvxfl7Ny5k6ysLOVzfn5+zJ49Wxnkwpis3Nxcgyw/Pz9cXV2ZO3cuY8aM4dSpU8qZYbVGjBhBTEwMP/30k8F6On36NCVKlKBq1aqkpKQwduxYGjdunO+2TLV+//133N3dyc3NZdmyZSQnJ/PRRx+ZpOy8+vTpw+LFi2nTpg3W1tYsWLCA9u3bm6Rsc7Tj+u22VatW2Nra8uuvvyrb7YEDB3BycqJmzZqkp6cTGhpKiRIlcHNze62XCZ4NzlJQ+5CYmMi7775LYGBggVd3Cstc+8FevXoZ5KxYsYKbN28yc+ZMdDqdwYHrW2+9xcqVK1U/T/SiOrF8+XKSkpIICAigf//+hT74f969e/eUnCJFinDo0CF+/PFHlixZgr29PV999RXnz5/Hw8ODP/74g5MnT9KnT59C5zy/jvTf3YwZM7C0tCQkJITNmzfTuXNnoqKiSE5Opn79+qqXq0OHDnz//fc0atQIKysrNmzYQOPGjenZs6fBnTJ9+vRhxIgRSue4MJ7fr69YsYIbN24QEhJCTEwMH330EdOmTTPq5yvyOn/+PPfu3cs3Wt/FixcpVqwYLi4upKam8uWXX1KnTh2T3wHyOnhdhxb/OzBZR2rAgAGkpKTw3nvvYWNjQ6tWrfj444+xsrIiLCyMmTNnsnbtWsqVK8fnn39OpUqVVOXcuHGDNWvWoNVqDc7mzZs3j9atWxMYGEh8fDzFihWjV69eBqMbFYatra3BDqpo0aJotVqcnJyAZ/fTHjt2jC+++EJV+XllZ2ezYMECrl27hqWlJVWqVGHx4sVUrlyZw4cPM2vWLB48eICdnR0NGjTgq6++eiXLlPfqob+/P/BsKNPXNcecWRqNhrVr1zJ27Fhyc3NxcXFh+vTptG3bli1bthASEsK9e/coXrw4/v7+LF++XNXywLMzyqtWrUKr1VK1alVl+pdffkn37t1Zv349I0eOZMCAAdSvXz/fbUqFMXv2bEJCQpT33377LRMnTmTSpElMnDiRDz74gDt37lCqVClGjx5d4APZL2PWrFkGHZaNGzcyadKkfA9HW1pa4ujoaNSOatasWQbLtHHjRiZOnEhwcDDff/89gwYNIjw8nAoVKhAREaG6E5qQkMDq1avRarUGDzsvWLAACwsLpk2bptSJZs2asXLlStXL9LwNGzawatUqsrKy8PPzY+fOnfme8TCF4OBg7t+/T40aNShSpAjvv/++6jY1L3O14xqNhjVr1jBmzBhyc3NxdXVVtttt27YxceJEEhMTsbW1pW7dunz77beqT+qYa5nytg9527eFCxdy7do14uLiCA0NNbiCo/a3kMy1H3w+x87OziDneSVLllS9njQaDatXr2b06NFKnZgxYwZt27Zl7ty5xMfHM2fOHIPffStopMKXyfn6668ZP368ss/44osvlJNEo0aNIjAwkLt37+Lk5MTQoUNp2rRpoXP+03cXERHBlClTmDJlClWrVmXFihVGDVGvP9YLCAhAq9XSsmVLPv7443ztj4WFBcWLF1f13FdB9a5IkSI4OTkREhLC/fv3GTt2LGPHjgWejSZqzJW3Xbt20bhx43x/a2JiIhEREaSkpFC0aFHq169vlkGtxN+LpqDbx17k9OnTL/9hI+Q9eHyVzDn6St6z7q+SqQcD+F/yotuyXgVzrSdznmWysDDp73u/UGHaLGOZa7vNe9DwqplrPT3/LN+rYuqfUvgr5votGXO2RcY+E/ay9MNvm4PaQRsKy1ztAzz7IWZzeJWjiz5PzU9pqGGKwc1eVpMmTf52l3a8vb11x44d+2//GS9Fq9We0el06i+pvgLm2aMKIYQQQgghxD+IdKSEEEIIIYSDzZL/AAAgAElEQVQQopCkIyWEEEIIIYQQhSQdKSGEEEIIIYQoJPM8OSuEEEIIIYR47cjw5+rJFSkhhBBCCCGEKCTpSAkhhBBCCCFEIUlHSgghhBBCCCEKSTpSQgghhBBCCFFI0pESQgghhBBCiEKSUfuEEEIIIYT4HyWj9qknV6SEEEIIIYQQopAKdUXqrbfeelV/h4HffvvNLDmJiYlmyQGIjY01S06RIkXMkuPu7m6WHAAbGxuz5KSnp5slB6BYsWJmybG2tjZLDkC5cuXMknPnzh2z5ABkZ2ebJadOnTpmyQGIj483S05GRoZZcsx5JjUtLc0sOeZqxwEcHR3NkmNhYb7ztpmZmWbJOXfunFlyAO7evWuWHHPWPVtbW7Pk/Prrr2bJAWjSpInZssTrQa5ICSGEEEIIIUQhSUdKCCGEEEIIIQpJOlJCCCGEEEIIUUjSkRJCCCGEEEKIQpLhz4UQQgghhPgfpNFoZPhzI8gVKSGEEEIIIYQoJOlICSGEEEIIIUQhSUdKCCGEEEIIIQpJOlJCCCGEEEIIUUh/28Emdu3axYoVK0hKSqJUqVJMmzYNKysrlixZwp9//omFhQX169dn7NixlC5dWlXG7du3lfKsra3x8/MjMDAQS0tL5TP79u1j3rx5BAUF0aZNm5cq9+DBg5w8eZLExES8vb3p3bu3Mi8mJoZNmzbx8OFDKlasSO/evSlZsiQAKSkp/PDDD1y7dg1ra2tat26Nn5/fX2bt37+fo0ePkpiYyFtvvUXfvn2VeX/++ScbN27kwYMHVK5cmb59++Lk5ATA5s2bOXXqFE+ePKFo0aI0btyY9u3bv+xXR7t27QzeP336lE6dOhEUFMSePXuYN2+eMk+n05GZmcmyZcuoXr36S2cAtGzZ0uB9ZmYmXbp0YeTIkWRlZfH5559z6dIlkpOTWbRoEfXq1StU+XklJyfz5ZdfKvWhcePGDBo0CEtLS2JjY5k3bx4JCQlUqFCBkSNHUq1aNdVZAHv27GHlypXcvn0bJycngoODqVOnDtu2bePrr7/mwYMHeHl5MWnSJNV1HCAqKoqIiAiSk5NxcnLi888/x9nZmY4dOxr88nyfPn0YMGCA6pyhQ4dy+PBh0tPTKV26NIMGDaJXr14AbNiwgcWLF3Pnzh0aNGhAeHg4ZcuWVZ1ljvZBb/fu3Qbf39SpU6lbty4ZGRksWLCAvXv3kp2djbu7OytWrDAqSy8+Pp6hQ4dy/PhxtFotAQEBzJs3Dysr45v0Xr16ER0drZTl7OzMnj17ANi2bRthYWE8fPgQX19fZs2ahYODg6qcvn378vvvvyvtqbOzMz///DMrVqwgIiJC+Vxubi5Pnz7l4MGDODo6qso5d+6cQc6OHTsAePDgAaGhoRw8eBALCwsaN27MnDlzVC2P3u7du1m5cqVSHyZPnkzdunXZu3cvERER3LlzhzJlyjBo0CD8/f1V50RGRrJ8+XKljk+fPp169epx4sQJQkJCSE5OxsPDg+nTp/PGG28YtUwAcXFxtG7dmvbt27Nw4UL27dvH4sWLuXz5MlqtlhYtWjBlyhSKFStmVM61a9do1aoV7du3Z9GiRQBs3bqVWbNm8eDBA5o0aUJYWJiquvBXObdv32b8+PH8/vvv3L59m2PHjuHq6mpUxqs6hnheYmIi69atIz4+nuLFi9O9e3e8vb0BOHnyJFu3buXhw4eULFmS9957T5mnxq1bt1i1ahXXrl3D3t6e3r1706BBA27evMmSJUu4ffs2gHJM4eLiojrrVW27J06c4LfffuP27dt4enoSEBAAwI0bN9i3bx9JSUloNBoqV65M+/btKV68OPDsWGXPnj2cOXMGAG9vb1q1aiUDNfyP+1t2pI4fP87ChQuZPXs2Hh4e3Lt3D4DLly/z3nvv0bBhQywtLZk9ezaff/45ixcvVpWzZMkSSpQowTfffENaWhrBwcHs2LGDjh07ApCamsr3339PxYoVC1VuiRIlaN26NZcuXSIrK0uZnpaWxqpVq+jRowceHh7s3LmTNWvWMHLkSADWrVtH+fLl+fjjj0lOTuarr77C2dkZNze3v8x65513uHDhQr6sZcuW8dFHH+Hl5cVPP/1EREQE48ePB8DX15d3330XrVbLw4cPWbhwIWXLln3pjkhkZKTy7ydPnhAQEKAcNLRq1YpWrVop83ft2sW6detwd3d/qbLz2rt3r/Lv9PR0OnbsSPPmzZVpXl5edOvWjcmTJxe67Od9+eWXODg48N1335GWlsa4cePYtm0b7777LlOnTiUgIIAOHTqwY8cOpk6dypo1a7C2tlaVdfLkSZYsWcL06dOpWbOmUsfPnj3LsmXL+Oqrr3B1dWX+/PlMmTKFpUuXqso5fvw4ixYtIjQ0lFq1aik52dnZwLOOuCkOzgGGDBlCWFgYWq2W2NhYunbtioeHB2lpacyaNYsffviBypUrM2XKFAYPHszmzZtVL5M52gd4tkNetGgRISEhBt8fwMyZM8nJyeGHH37A3t6ey5cvq8553tChQyldujQ3btwgJSWFtm3bsnTpUoYOHWqS8qdOnUr37t0Npl2+fJnJkycTERFBrVq1CA4OZurUqSxcuFB1zsSJE+natavBtMDAQAIDA5X3ixcv5syZM0YdOE+aNClfDsCwYcPw8PBg7969FClShNjYWNUZ8Kw+LF68mBkzZhjUhzt37jB16lTmzp1Lw4YNOXLkCBMnTuTHH39UTpQVxrFjx1i4cCFz5szBw8ODu3fvAvDw4UNGjhzJ1KlT8ff3Z/HixYwdO5ZvvvnGqOUCCA4OxsvLS3mfmppKUFAQPj4+ZGZmEhQUxMyZMwkNDTU6p3bt2sr7mJgYxo8fz9q1a/H09GTs2LFMmjSJJUuWmDTHwsKCpk2bMmTIEDp16mRU2Xqv6hgir5ycHBYuXEizZs0YM2YMly5dYsGCBXzxxRdotVqWL1/OsGHD8PT05Ny5cyxZsoSwsDDs7e1VZc2dO5dWrVoxadIkLl68yNy5c3FxccHR0ZHhw4dTunRpdDodUVFRfPnll0afmHgV227x4sXx9/cnNjbW4LjoyZMn1K9fn2rVqmFhYcGOHTvYunUrH330EQCnT5/mzz//ZNCgQWg0GtauXYujoyNvvfWWUcso/t7+lrf2LV26lMDAQLy8vLCwsKBMmTKUKVMGPz8/WrVqRbFixbC1taV79+5ER0erzklOTqZx48bY2NhQsmRJvL29uX79ujJ/7dq1dOjQodANUu3atfHy8sLOzs5g+u+//07ZsmWpW7cu1tbWtG3blsTERG7fvk1mZiaxsbG0bt0aS0tLypcvT+3atTl+/PhfZtWrV486derkyzp79ixvvPEG3t7eWFtb06FDB27evElycjIAZcuWRavVKp/XaDTKzrqwfv31VxwdHQ12wnlFRUXRunVro8/qHDhwAEdHR2XnaG1tTffu3alduzYWFsZX9eTkZPz9/ZX68NZbb3H9+nXOnTtHTk4OAQEB2NjY0KVLF3Q6nVF1LyIign79+uHh4WFQxw8fPkyzZs2oUqUK1tbW9OvXj+joaG7evKkqZ8WKFQwYMABPT0+DnFehevXq+epUfHw8e/fu5d1336V69erY2NgwfPhwjh8/Tnx8vKocc7UPAMuXLy/w+4uPj+fQoUNMnDgRR0dHLC0tqVGjhlFZecXHx/P+++9TpEgRypYtS5s2bbh48aLJyi/Itm3baN68OQ0aNMDOzo7hw4eze/du0tLSXlmmTqdj+/btJjuwzevIkSMkJyczevRoihcvjrW1tdHrKCIigv79++erD3fu3KF48eI0atQIjUaDn58ftra23Lp1S1XO83Xc2dkZZ2dn9u3bR9WqVWndujVarZZPP/2Uy5cvExcXZ9Rybdu2DXt7e3x9fZVpnTt3pmnTptja2uLg4EDPnj05ffq0UTk//fRTvpytW7fSsmVL3n77bezs7BgzZgyRkZFG1buCckqXLk2fPn0MOlfGelXHEHklJSWRkpJCmzZtsLCwoGbNmri5uXHkyBEePHhA0aJF8fLyQqPRUKdOHbRaLXfu3FGVlZiYyMOHD2nfvj0WFhZ4eHjg7u7OoUOHsLOzo0yZMmg0GnQ6HRYWFsrxhKkZu+3WrFmTGjVqGNxxAeDu7o6HhwdFihTBxsYGHx8fEhISlPnR0dH4+vpSokQJ7O3tadSoEb/99pvJluu/ST8E+uv+eh397TpSOTk5XLx4kYcPH9KxY0fatGnDrFmzyMjIyPfZs2fPUrVqVdVZnTt35uDBg2RkZHDv3j3OnDmjXBKPiYnhypUrhbrd7T9JSkqifPnyynutVouTkxNJSUnodDoA5b95/x+1WXkvuWu1WkqXLk1iYqIybdeuXQQFBTF+/HiePn1KgwYNVGXt3r37hR2l5ORkfv/9d1q3bq2q7LwiIyNp27btK9vYAgICOHDggFIfTp06Rf369bl+/TpVqlQxyK1SpYrqjkBOTg6XLl0iJSWFrl270rFjR8LCwgqs4/r6cO3aNVU5Fy/+v/buPS6qMn/g+GeEGRBRKtuCtATT1rX05229IYp52VRQzFBMTUNZddfaXV1dL6vEq9JaccssxRugaKixq4bFJRFQdFddUzZ1gUIFZSMVHBAHZmCY3x++5iwjaM4ZYLP9vv9izpnX+c45POc5z/2cR6/XExQUxOjRo3n33Xdt4gQGBjJ69GgiIiLQ6/WqzqeuJUuW8PTTTzNkyBAee+wxhg0bZnMedf/Ozc21+/jNmT+YzWb+9a9/cePGDcaPH8+YMWP405/+RFVVFefOncPT05NNmzYxfPhwQkJCOHTokOpYd3rttdfYvXs3BoOBoqIiUlJSVA8LakhkZCQ///nPmThxotJY8/XXX9OlSxflOx06dECr1apO5wBr165l0KBBTJ06lRMnTtTbf+rUKUpKSmx6sNV4//338fX1ZcqUKUqc7OxsvL29Wbp0KQMHDmTixImcPHlSdYy66WHChAkEBASwevVqqqqq+NnPfoa3tzeHDx/GbDaTmZmJVqtVNfzXbDZz7tw5bty4QUBAACNGjGDlypVUVVWRn59v07Pv5uZG+/btyc/PV31eN2/eZM2aNaxYseKe3zt+/LiqUQV140RGRtaLk5eXR9euXZXP3t7eaLVaVXneveI0heYuQ9RVVFSEj48PTzzxBKdPn6a2tpZTp07h7Ozs8JDFO9VtyAsNDWXatGnExsYSFBTk8LGb4969m0uXLtk0LF69epXHH39c+ezp6am6Uip+PB64ilRJSQk1NTUcPHiQrVu3smvXLnJyctiyZYvN9/Ly8ti0aRO//e1vVcd69tlnKSgoIDg4mOnTp9OpUycGDBiA2Wxm/fr1zJ07t1F6OqyMRiOurq4221q2bKls9/HxISUlherqai5fvkx2drZNt7S9se5sjWnZsqVNgfOFF15g7dq1LFu2jH79+tX7/v0oLi4mOzv7roW81NRUunXrhpeXl93HvjPOmTNn6s3NakzdunWjoKCAcePGMXnyZDp37oyvry+VlZX1evxatWpFZWWlqjilpaXU1NSQnp5OVFQU27dvJy8vj9jYWPr3709aWhrffPMNVVVVREdHo9FoGqwo3G+ctLQ0tmzZwscff0xubi5bt27loYceYvv27SQmJhIXF8etW7f44x//qOp86lq1ahV5eXns3buXUaNGodPp8Pf3JzExkfPnz1NZWcl7772HRqNRdf2aM3+wXr9Dhw6xefNmdu7cSW5uLtHR0Vy9epX8/Hzc3d1JSkpi4cKFvPHGGw73DFj5+flx/vx5HnnkEby9venVq1ej9dosWrSI9PR0srKyCAkJYfbs2RQUFGAwGJS5AlatW7dW3TMwf/58kpOTOXToEMHBwcybN8+m9Rdu9xyMHDkSNzc31eczf/58UlJSSE9PJzg4mF//+tcUFhby3XffcezYMfr27UtmZiYzZszgtdde48aNG6ri1E0PGzduZMeOHeTl5RETE4OTkxOjR49mxYoV+Pn5sXz5chYvXqwqT62bxmNiYtizZw+5ubls3rwZg8FQb45S69atuXXrlqpzgtuV6kmTJt0zjz58+DAJCQksWLBAdZzVq1cTEhJSbz7XrVu36vXYOJLu7hanKTRHGcLT05M2bdqQlJRETU0NZ8+eJScnB5PJRIsWLRg4cCBRUVHMmjWLjRs3Mn36dJuRAfbw8vLCw8ODxMREampqyM7O5vz58xiNRuU70dHRREdH8+qrr+Lt7e3QuTXXvduQ4uJiMjMzbRp5TSaTTRnN1dUVk8lUr4Fb/G954CpS1kQcEhLCT37yEx5++GGmTp1KVlaW8p3CwkLmzZvHwoULVS8uUFtby4oVKxg4cCB//etfiY+Pp6KigpiYGD777DN8fHxsWmcbg4uLS70CcVVVlZLpvfLKK5SUlBAeHs4nn3xCnz598PDwaLRYlZWV9SpyGo2Gp556Cp1Ox6effmp3nC+++ILnnnvurg/h1NTURmlJT05Opnv37k32cKytrWXp0qX4+vqSmJjIX/7yFyoqKtiyZQstW7asV1AxGAyqCkmA8v9+6aWXePTRR5VhM9YHx6xZs1iyZAkvvvgiXl5euLm5qRqOZ40zadIkJc6UKVM4evQobm5udO3aFWdnZ9q2bcuiRYv4+9//7lCBzMrJyYm+ffvy7bffsn37dgYPHszvf/97wsLC6N+/P08++STu7u6qKtfNlT/Af67fxIkT610/FxcXnJ2dCQ0NRavV0rt3b3r37v29Q3HvR21tLQEBAYwfP56ysjKKi4vR6/UsWbLE4WMD9OjRA3d3d2URi169epGZmYmbm1u9wmtFRYXqxQWsw5t1Oh3jxo2jZ8+eHDlyRNlfWVlJamqqwxXEunGCgoKUOK6urrRr144JEyag1WoZPXo0np6eqofqNJQerPftiRMnWLduHRs2bCArK4uoqChWrlypat6cNY1PnjxZSePTpk3jyJEjuLm51btHKyoq6jX03K9z586RlZV1z0VmvvzyS15//XWioqLo2LGjQ3HCwsLq7WvVqhU3b9602aY23d0rTmNrrjKEs7Mzr7/+OtnZ2fzmN78hOTmZvn378vDDD3Pu3Dn27NnD4sWL2bJlC4sXLyYmJsZmeKG9sRYsWMDp06eZM2cOn332GQMGDKg3z8/V1ZXhw4ezfv16ysrKVJ9bc927dyopKSEuLo5Ro0bZVAZ1Op1NpdFoNKLT6X6wQ85E83jgFpto06YNjz/+uE3Crfv3v//9b+bMmUNYWBgBAQGq49y8eZNr164RGBiIVqtFq9UyYsQI4uLi8PLy4quvvlK6kisqKsjPz+fChQvMnTtXdUwvLy+b4S1Go5Hr168rBcpHHnmE2bNnK/u3bdumepKql5eXTaHOaDRy7dq1u1ZEzGazzUT6+5WamsrkyZMb3PfVV19RUlLi0MpVVsnJyUydOtXh49zNzZs3uXr1KkFBQeh0OnQ6Hb/4xS+IjY1l9uzZJCQkYLFYlLR44cIFZUKxvdq0aaOMNbeq+/dLL72kTL4tLCwkNjZWVQHGei/VdbcHgnV7Y7a8mc1m5YE+Y8YMZUXJ/Px81q5da/cKjtB8+YM11p3/J6uGhmw11sO2tLSUwsJCfvWrX+Hi4oKLiwvTp08nPDycd955p1Fi1GWd89C5c2dycnKU7YWFhZhMJodbne+MY5WWloaHh0ejT+S2xnnmmWfIyMiot0+te923eXl59OzZU5nH0bVrV5599llOnDhh93C4htK41dNPP01iYqLy2WAwcOXKFdVDWP/2t79x5coVBgwYANzuHTKbzXz99dd8/vnnnD17lpkzZ7J69ervXUH2++JcvnyZfv361Yvj7+9vM/+voKAAk8mkKs+7V5zk5GTVv78hzVmGePLJJ20aUt566y18fX0pLCzkpz/9KT4+PsDtIecdO3bk/PnzqssOHTp0IDw8XPm8fPnyBp/h1tV4S0tLVTf43qmp7t269Ho927Ztw9/fnx49etjse+yxxyguLlamRRQXFzfZnGLx4HjgeqQAxo4dy65duygtLaW8vJydO3fi5+fH1atXmT17NiEhIQQHBzsUw8PDQ1lq02w2U1FRQVpaGt7e3vzud78jKiqKdevWsW7dOjp16sTLL7+srOzyfcxmM9XV1dTW1lJbW0t1dTVms5nu3bvz7bffcubMGaqrq0lJSeGJJ55QCrvFxcVUVVVRU1PDyZMnyc3NZejQofcVy2Kx2MTq2bMnRUVFfPnll1RXV3PgwAHat2+Pp6cntbW1HD58mFu3bmGxWLh48SIZGRl2t56dPXuW69ev4+/v3+D+lJQU/Pz8HBq2A7crZNeuXWvwWphMJqUFqbq6GqPRqKoy4OHhgaenJ4mJiUp6+OKLL/Dx8VEWs9i7dy8mk4l9+/YB1MuE7TFmzBgSEhKUNL5r1y58fX0xGo3k5+djsVgoLi7mnXfeYeLEiaonKwcGBrJnzx4lzscff4yfnx9nz57l0qVL1NbWotfriYyMpHfv3qp7H65fv87+/fuVgktGRgb79u1j0KBBVFVVkZOTg8VioaioiD/84Q/MnDlT9bLazZE/WAUGBrJ7924lVnx8PIMGDaJXr154enoSGxurDIE5deqUUiB1xKOPPoqPjw8bN26kpqYGvV5PXFwc3bp1c/jY5eXlHD58GKPRSE1NDfv37+fkyZMMHjyYsWPHkpaWxsmTJzEYDLz//vuMHDlSVZooLy/n6NGjSpwDBw5w6tQpm8L4/v37GTt2rEMFpPLycrKyshqMM2zYMMrLy9m3bx9ms5mUlBSKi4vp2bOn6ngBAQE291N8fDy+vr507dqVM2fOKD1Qubm5nDlzRvUrEsaNG0d8fDwlJSWUl5ezY8cOBg8ezPPPP88333zDwYMHMRqNbNy4kc6dOysFaXtNmTKFI0eOkJSURFJSElOnTuX5558nLi6O3NxcXnnlFSIiIhyew2btyU1JSSElJYVp06YxbNgwdu7cyfjx4zl48CDHjx/HYDAQGRnJqFGjVKW7e8WB2yNATCYTcPvZoWbItFVTliHudPnyZeVZl5SUhF6vZ9CgQfj4+JCXl6c0WBUUFJCXl+fQHClrRdZoNJKYmIher2fIkCH885//5OLFi9TW1mIwGIiLi8Pd3d1m3rc9mvLerVsuslgsSrmovLycmJgY+vbt22ADTo8ePTh27Bjl5eVKHuZIfiF+HB64HimAsLAw9Ho948aNw8XFhREjRjBr1ixiY2O5cuUKUVFRREVFKd8/duyYqjjLli1j8+bNJCQk4OTkRPfu3QkLC6uXgWu1Wtzc3O57+ERqaqpN69c//vEPXnjhBUaNGkVoaCgJCQns2LGDDh06MH36dOV7OTk5pKamUl1dTbt27ZgzZ873Pkw+//xzDhw4oHw+fvw4AQEBBAYGMmfOHOLj44mOjsbHx8dm+Mbp06fZu3cvZrMZDw8Phg4d+r2Vtjvdq6JkMpnIyMggIiLCrmM2JCkpiSFDhjR4/SdPnqysHGRdRj4hIUHVsLHw8HA2bNjA7t27adGiBT169GDu3LlotVoiIiL485//zNatW3nqqaeIiIhQvfQ53J6wW1ZWxqRJk9DpdAwbNowZM2ZgMpkIDw+nqKgINzc3xowZY7NUtL1mzZqFXq/nxRdfxMXFheHDhxMaGkp6ejrr16+ntLSUVq1a0a9fP95++23VcTQaDdu3b2fx4sXU1tbSvn17IiIiGDlyJGVlZcybN49Lly7h7u7OpEmTWLRokepYzZU/wH+u34QJE9DpdIwYMYLQ0FCcnZ2JjIzk7bffZtu2bXh5efHGG280Wu/Nnj17WLBgAatXr8bJyYmhQ4cSGRnp8HGrq6t57733uHDhAi1atKBjx45s2LBBKYi/+eabzJ8/H71ez8CBA3n33XdVxampqeGDDz7g4sWLODk54ePjw9q1a5Xr891333HixAmHX1vQUJwPPvhAifPhhx/y5ptv8tZbb9GxY0c+/PBDh5ZZnzlzJmVlZQQHB6PT6Rg+fDivvvoqLi4uhIWFsWTJEkpLS3nooYeYMWMG/fv3VxXnl7/8pZLGdTodI0eOJCwsDBcXF9asWcOqVatYunQp3bp1U/0/gtvzZusOUXZzc8PV1ZW2bduycuVKSkpKWLRokXK/tmvXjrS0tEaJY11sqW3btqxatUqZA+Pn58eaNWsa7XysccC2J9nay6J2RVRoujLEnY4ePaosZPLMM8+wcOFCtFotXbp0ISgoiI8++ojy8nJat25NQEAAzz33nOpzOnLkCOnp6dTU1NClSxeWLVuGVqvFYDAQGxtLSUkJOp2OTp06sXjxYnQ6nao4TXnvZmZm2vRoZWdn4+/vj0aj4caNG2RkZNjst84P7tOnD6WlpcorM3r16kWfPn1UnZ/48dDY0zqv0WiaZUZdcy0nWXeFuqbm6PtJ7tedc5yaiiOrM9lLbUZsL4PB0CxxAIdfWnm/HKnM2cvRBUPuV3OukmR9n1ZTc6T30l5q50fYy5HWfHs05/yEplzqva7myscBh19se78ac2GmH4rs7Oxmi6X29SP2as601xi96PdD7TsJ1Vi+fPkDN2GqT58+lqZY9bAptGjR4pTFYvlB1V5/fDmbEEIIIYQQQjQxqUgJIYQQQgghhJ2kIiWEEEIIIYQQdpKKlBBCCCGEEELYSSpSQgghhBBCCGEnqUgJIYQQQgghhJ0eyPdICSGEEEIIIRzXnK+R+LGRHikhhBBCCCGEsJNUpIQQQgghhBAPPI1G84hGo9mr0WhuaTSaAo1G83JTxpOhfUIIIYQQQogfg48AE/A40AP4TKPRZFsslnNNEUx6pIQQQgghhBAPNI1G0wqYACy3WCwVFoslC/gUmNZUMaUiJYQQQgghhHjQPQPUWCyWvDrbsoFnmyqgxmKxNNWxhRBCCCGEED9QGo0mGXj0v/077pMrUNZWPJoAAAEBSURBVFXn8yaLxbLJ+kGj0fgBn1gsFs8628KAKRaLxb8pfpDMkRJCCCGEEOJ/kMVieeG//RsaUQXQ5o5tbYCbTRVQhvYJIYQQQgghHnR5gLNGo+lcZ9v/AU2y0ATI0D4hhBBCCCHEj4BGo9kFWIBZ3F6173NgoKzaJ4QQQgghhBB39yugJXAViAfmNlUlCqRHSgghhBBCCCHsJj1SQgghhBBCCGEnqUgJIYQQQgghhJ2kIiWEEEIIIYQQdpKKlBBCCCGEEELYSSpSQgghhBBCCGEnqUgJIYQQQgghhJ2kIiWEEEIIIYQQdpKKlBBCCCGEEELYSSpSQgghhBBCCGGn/wcr/a13UpgiFAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1152x1152 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sompy.visualization.bmuhits import BmuHitsView\n",
    "\n",
    "vhts  = BmuHitsView(4,4,\"Hits Map\",text_size=12)\n",
    "vhts.show(sm, anotate=True, onlyzeros=False, labelsize=12, cmap=\"Greys\", logaritmic=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### K-Means clustering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/lib/python3.6/site-packages/matplotlib/cbook/deprecation.py:107: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  warnings.warn(message, mplDeprecation, stacklevel=1)\n"
     ]
    },
    {
     "data": {
      "image/png": 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6Ms4AAAAAdGScAQAAAOjIOAMAAADQkXEGAAAAoCPjDAAAAEBHxhkAAACAjowzAAAAAB0ZZwAAAAA6mu8dAPDz6O6b9/ZOAOAK53cJ/MEeOX6gd8Lbqt7n58zl48wZAAAAgI6MMwAAAAAdGWcAAAAAOjLOAAAAAHRknAEAAADoyDgDAAAA0JFxBgAAAKAj4wwAAABAR8YZAAAAgI6MMwAAAAAdGWcAAAAAOjLOAAAAAHRknAEAAADoyDgDAAAA0JFxBgAAAKCj+d4B76aj47O7j+TgPUmGzdm+/4PDvu/1blqrel9Sv1Ffm+p9Sf1GfW2q9yX1G/W1q96o72d35uXV+b0ff/5zKyvj/GSSuY/uu/qZb3ztpu/27lrrSmisfIwTfe+G6o2V+66E+/CV0Fj5GCd9+mbmzJnJOBmey8FPfih3PfiRfOIrp/PinlPjia29u6aq9yX1G/W1qd6X1G/U16Z6X1K/UV+76o362mzcMLfy+MNLXz92YNcDhx+/5YEnDlzc/eBDryz17lqremP1Y6yvXfXG6n3V78NJ/cbqx7hX38yMMz/J8zsWsnj6hmHLS/PD/OqmbH36RH78gd5dU9X7kvqN+tpU70vqN+prU70vqd+or131Rn1t5uaGbNs6v5wk586P61ZXx7m5IWPvrrWqN1Y/xvraVW+s3lf9PpzUb6x+jHv1zcw4cz6vbVzI4svTy4tZf3Y5Fzf2bFqrel9Sv1Ffm+p9Sf1GfW2q9yX1G/W1q96or93y8jgs7T3y+fftPXLfnXsWn/vMpze80LvpUpUbqx9jfe2qN1bvS2rfh6cqN1Y/xr36ZmacAQCAhYVhPHZg11cPPXbLlw8efn3Htx997cbeTZe6EhqBn+5KuA9fCY38y2ZmnLkm155dzsXrppcv5tzGhSye7dm0VvW+pH6jvjbV+5L6jfraVO9L6jfqa1e9Ud+7Z+fSVRfu3LN45KFvvbq7d8tPU7Gx+jHW1656Y/W+tSrehy9VsbH6Me7VNzPjzI1ZOr6cC5vOjKeuXxlX1p3OyT3bs/NQ766p6n1J/UZ9bar3JfUb9bWp3pfUb9TXrnqjvjaHDi+vP3rs9auT5PSZ1fknn7pw6x23LZzq3bVW9cbqx1hfu+qN1fuq34eT+o3Vj3Gvvpl5K+11w7rJrvH27zyVxz47JnObs23/luGmk727pqr3JfUb9bWp3pfUb9TXpnpfUr9RX7vqjfraHPrh8oZ7v3DyU5NJhnHM8LEPX/P9++694dneXWtVb6x+jPW1q95Yva/6fTip31j9GPfqG8bx8r9o86/O/fr9l/1GAQAo5ZHjB3onXNHuvnlv7wQoz8+ZNn7OtHt08s0vvZPrzczTmgAAAACuRMYZAAAAgI6MMwAAAAAdGWcAAAAAOjLOAAAAAHRknAEAAADoyDgDAAAA0JFxBgAAAKAj4wwAAABAR8YZAAAAgI6MMwAAAAAdGWcAAAAAOjLOAAAAAHRknAEAAADoyDgDAAAA0NF87wAAAH4+3X3z3t4JAFCCM2cAAAAAOjLOAAAAAHRknAEAAADoyDgDAAAA0JFxBgAAAKAj4wwAAABAR8YZAAAAgI6MMwAAAAAdGWcAAAAAOjLOAAAAAHRknAEAAADoyDgDAAAA0JFxBgAAAKAj4wwAAABAR8YZAAAAgI7mewe8m46Oz+4+koP3JBk2Z/v+Dw77vte7aa3qfUn9Rn1tqvcl9Rv1tanel9Rv1NeueqO+NtX7kvqN+tpU70vqN1buO/Py6vzejz//uZWVcX4yydxH9139zDe+dtN3e3etdSU0Vj7GSZ++mTlzZjJOhudy8JMfyl0PfiSf+MrpvLjn1Hhia++uqep9Sf1GfW2q9yX1G/W1qd6X1G/U1656o7421fuS+o362lTvS+o3Vu/buGFu5fGHl75+7MCuBw4/fssDTxy4uPvBh15Z6t21VvXG6se4V9/MjDM/yfM7FrJ4+oZhy0vzw/zqpmx9+kR+/IHeXVPV+5L6jfraVO9L6jfqa1O9L6nfqK9d9UZ9bar3JfUb9bWp3pfUb6zeNzc3ZNvW+eUkOXd+XLe6Os7NDRl7d61VvbH6Me7VNzPjzPm8tnEhiy9PLy9m/dnlXNzYs2mt6n1J/UZ9bar3JfUb9bWp3pfUb9TXrnqjvjbV+5L6jfraVO9L6jdW70uS5eVxWNp75PPv23vkvjv3LD73mU9veKF306UqN1Y/xr36ZmacAQAAgPfawsIwHjuw66uHHrvlywcPv77j24++dmPvpktdCY38y2ZmnLkm155dzsXrppcv5tzGhSye7dm0VvW+pH6jvjbV+5L6jfraVO9L6jfqa1e9UV+b6n1J/UZ9bar3JfUbq/ettXPpqgt37lk88tC3Xt3du+WnqdhY/Rj36puZcebGLB1fzoVNZ8ZT16+MK+tO5+Se7dl5qHfXVPW+pH6jvjbV+5L6jfraVO9L6jfqa1e9UV+b6n1J/UZ9bar3JfUbq/cdOry8/uix169OktNnVueffOrCrXfctnCqd9da1RurH+NefTPzVtrrhnWTXePt33kqj312TOY2Z9v+LcNNJ3t3TVXvS+o36mtTvS+p36ivTfW+pH6jvnbVG/W1qd6X1G/U16Z6X1K/sXrfoR8ub7j3Cyc/NZlkGMcMH/vwNd+/794bnu3dtVb1xurHuFffMI6X/0Wbf3Xu1++/7DcKAADAz5VHjh/onXBFu/vmvb0TrniPTr75pXdyvZl5WhMAAADAlcg4AwAAANCRcQYAAACgI+MMAAAAQEfGGQAAAICOjDMAAAAAHRlnAAAAADoyzgAAAAB0ZJwBAAAA6Mg4AwAAANCRcQYAAACgI+MMAAAAQEfGGQAAAICOjDMAAAAAHRlnAAAAADqa73Gjjxw/0ONm37G7b97bOwEAAIBG/n87rhTOnAEAAADoyDgDAAAA0JFxBgAAAKAj4wwAAABAR8YZAAAAgI6MMwAAAAAdGWcAAAAAOjLOAAAAAHRknAEAAADoyDgDAAAA0JFxBgAAAKAj4wwAAABAR8YZAAAAgI6MMwAAAAAdGWcAAAAAOprvHfBuOfPy6vzejz//uZWVcX4yydxH9139zDe+dtN3e3etdXR8dveRHLwnybA52/d/cNj3vd5Nl6reqK9N9b6kfqO+NtX7kvqN+tpVb9TXpnpfUr9RX5vqfUn9Rn1tqvcl9Rt79M3MmTMbN8ytPP7w0tePHdj1wOHHb3ngiQMXdz/40CtLvbumJuNkeC4HP/mh3PXgR/KJr5zOi3tOjSe29u5aq3qjvjbV+5L6jfraVO9L6jfqa1e9UV+b6n1J/UZ9bar3JfUb9bWp3pfUb+zVNzPjzNzckG1b55eT5Nz5cd3q6jg3N2Ts3TX1kzy/YyGLp28Ytrw0P8yvbsrWp0/kxx/o3bVW9UZ9bar3JfUb9bWp3pfUb9TXrnqjvjbV+5L6jfraVO9L6jfqa1O9L6nf2KtvZsaZJFleHoelvUc+/769R+67c8/ic5/59IYXejdNnc9rGxey+PL08mLWn13OxY09my5VvVFfm+p9Sf1GfW2q9yX1G/W1q96or031vqR+o7421fuS+o362lTvS+o39uqbqXFmYWEYjx3Y9dVDj93y5YOHX9/x7Udfu7F3EwAAAMDbmalxZmrn0lUX7tyzeOShb726u3fL1DW59uxyLl43vXwx5zYuZPFsz6ZLVW/U16Z6X1K/UV+b6n1J/UZ97ao36mtTvS+p36ivTfW+pH6jvjbV+5L6jb36ZmacOXR4ef3RY69fnSSnz6zOP/nUhVvvuG3hVO+uqRuzdHw5FzadGU9dvzKurDudk3u2Z+eh3l1rVW/U16Z6X1K/UV+b6n1J/UZ97ao36mtTvS+p36ivTfW+pH6jvjbV+5L6jb36ZuattA/9cHnDvV84+anJJMM4ZvjYh6/5/n333vBs766pdcO6ya7x9u88lcc+OyZzm7Nt/5bhppO9u9aq3qivTfW+pH6jvjbV+5L6jfraVW/U16Z6X1K/UV+b6n1J/UZ9bar3JfUbe/UN43j539BocuL991/2G/1DuPvmvb0TAAAAgCvco5NvfumdXG9mntYEAAAAcCUyzgAAAAB0ZJwBAAAA6Mg4AwAAANCRcQYAAACgI+MMAAAAQEfGGQAAAICOjDMAAAAAHRlnAAAAADoyzgAAAAB0ZJwBAAAA6Mg4AwAAANCRcQYAAACgI+MMAAAAQEfGGQAAAICO5nsHVPTI8QO9E/5Ad9+8t3cCAAAA8C5w5gwAAABAR8YZAAAAgI6MMwAAAAAdGWcAAAAAOjLOAAAAAHRknAEAAADoyDgDAAAA0JFxBgAAAKAj4wwAAABAR8YZAAAAgI6MMwAAAAAdGWcAAAAAOjLOAAAAAHRknAEAAADoyDgDAAAA0JFxBgAAAKCj+d4B75YzL6/O7/34859bWRnnJ5PMfXTf1c9842s3fbd311T1vqmj47O7j+TgPUmGzdm+/4PDvu/1blpLX5vqfUn9Rn1tqvcl9Rv1taveqK9N9b6kfqO+NtX7kvqN+tpU70vqN/bom5kzZzZumFt5/OGlrx87sOuBw4/f8sATBy7ufvChV5Z6d01V70uSyTgZnsvBT34odz34kXziK6fz4p5T44mtvbum9LWp3pfUb9TXpnpfUr9RX7vqjfraVO9L6jfqa1O9L6nfqK9N9b6kfmOvvpkZZ+bmhmzbOr+cJOfOj+tWV8e5uSFj766p6n1J8pM8v2Mhi6dvGLa8ND/Mr27K1qdP5Mcf6N01pa9N9b6kfqO+NtX7kvqN+tpVb9TXpnpfUr9RX5vqfUn9Rn1tqvcl9Rt79c3MOJMky8vjsLT3yOfft/fIfXfuWXzuM5/e8ELvprWq953PaxsXsvjy9PJi1p9dzsWNPZvW0temel9Sv1Ffm+p9Sf1Gfe2qN+prU70vqd+or031vqR+o7421fuS+o29+mZqnFlYGMZjB3Z99dBjt3z54OHXd3z70ddu7N20VvU+AAAA4PKbqXFmaufSVRfu3LN45KFvvbq7d8tbqdp3Ta49u5yL100vX8y5jQtZPNuzaS19bar3JfUb9bWp3pfUb9TXrnqjvjbV+5L6jfraVO9L6jfqa1O9L6nf2KtvZsaZQ4eX1x899vrVSXL6zOr8k09duPWO2xZO9e6aqt6XJDdm6fhyLmw6M566fmVcWXc6J/dsz85Dvbum9LWp3pfUb9TXpnpfUr9RX7vqjfraVO9L6jfqa1O9L6nfqK9N9b6kfmOvvpl5K+1DP1zecO8XTn5qMskwjhk+9uFrvn/fvTc827trqnpfkqwb1k12jbd/56k89tkxmducbfu3DDed7N01pa9N9b6kfqO+NtX7kvqN+tpVb9TXpnpfUr9RX5vqfUn9Rn1tqvcl9Rt79Q3jePnfMGhy4v33X/YbnTF337y3dwIAAADwNh6dfPNL7+R6M/O0JgAAAIArkXEGAAAAoCPjDAAAAEBHxhkAAACAjowzAAAAAB0ZZwAAAAA6Ms4AAAAAdGScAQAAAOjIOAMAAADQkXEGAAAAoCPjDAAAAEBHxhkAAACAjowzAAAAAB0ZZwAAAAA6Ms4AAAAAdGScAQAAAOjIOAMAAADQkXEGAAAAoCPjDAAAAEBHxhkAAACAjowzAAAAAB0ZZwAAAAA6Ms4AAAAAdGScAQAAAOjIOAMAAADQkXEGAAAAoCPjDAAAAEBHxhkAAACAjowzAAAAAB0ZZwAAAAA6Ms4AAAAAdDTfO+Ddcubl1fm9H3/+cysr4/xkkrmP7rv6mW987abv9u6aqt43dXR8dveRHLwnybA52/d/cNj3vd5Na+lrU70vqd+or031vqR+o7521Rv1tanel9Rv1Nemel9Sv1Ffm+p9Sf3GHn0zc+bMxg1zK48/vPT1Ywd2PXD48VseeOLAxd0PPvTKUu+uqep9STIZJ8NzOfjJD+WuBz+ST3zldF7cc2o8sbV315S+NtX7kvqN+tpU70vqN+prV71RX5vqfUn9Rn1tqvcl9Rv1tanel9Rv7NU3M+PM3NyQbVvnl5Pk3Plx3erqODc3ZOzdNVW9L0l+kud3LGTx9A3Dlpfmh/nVTdn69In8+AO9u6b0tanel9Rv1Nemel9Sv1Ffu+rHJoEtAAAgAElEQVSN+tpU70vqN+prU70vqd+or031vqR+Y6++mRlnkmR5eRyW9h75/Pv2Hrnvzj2Lz33m0xte6N20VvW+83lt40IWX55eXsz6s8u5uLFn01r62lTvS+o36mtTvS+p36ivXfVGfW2q9yX1G/W1qd6X1G/U16Z6X1K/sVffTI0zCwvDeOzArq8eeuyWLx88/PqObz/62o29m9aq3gcAAABcfjM1zkztXLrqwp17Fo889K1Xd/dueStV+67JtWeXc/G66eWLObdxIYtnezatpa9N9b6kfqO+NtX7kvqN+tpVb9TXpnpfUr9RX5vqfUn9Rn1tqvcl9Rt79c3MOHPo8PL6o8devzpJTp9ZnX/yqQu33nHbwqneXVPV+5LkxiwdX86FTWfGU9evjCvrTufknu3Zeah315S+NtX7kvqN+tpU70vqN+prV71RX5vqfUn9Rn1tqvcl9Rv1tanel9Rv7NU3M2+lfeiHyxvu/cLJT00mGcYxw8c+fM3377v3hmd7d01V70uSdcO6ya7x9u88lcc+OyZzm7Nt/5bhppO9u6b0tanel9Rv1Nemel9Sv1Ffu+qN+tpU70vqN+prU70vqd+or031vqR+Y6++YRwv/xsGTU68//7LfqMz5u6b9/ZOAAAAAN7Go5NvfumdXG9mntYEAAAAcCUyzgAAAAB0ZJwBAAAA6Mg4AwAAANCRcQYAAACgI+MMAAAAQEfGGQAAAICOjDMAAAAAHRlnAAAAADoyzgAAAAB0ZJwBAAAA6Mg4AwAAANCRcQYAAACgI+MMAAAAQEfGGQAAAICOjDMAAAAAHRlnAAAAADoyzgAAAAB0ZJwBAAAA6Mg4AwAAANCRcQYAAACgI+MMAAAAQEfGGQAAAICOjDMAAAAAHRlnAAAAADoyzgAAAAB0ZJwBAAAA6Mg4AwAAANCRcQYAAACgI+MMAAAAQEfGGQAAAICO5nsHvFvOvLw6v/fjz39uZWWcn0wy99F9Vz/zja/d9N3eXVPV+6aOjs/uPpKD9yQZNmf7/g8O+77Xu2ktfW2q9yX1G/W1qd6X1G/U1656o7421fuS+o362lTvS+o36mtTvS+p39ijb2bOnNm4YW7l8YeXvn7swK4HDj9+ywNPHLi4+8GHXlnq3TVVvS9JJuNkeC4HP/mh3PXgR/KJr5zOi3tOjSe29u6a0temel9Sv1Ffm+p9Sf1Gfe2qN+prU70vqd+or031vqR+o7421fuS+o29+mZmnJmbG7Jt6/xykpw7P65bXR3n5oaMvbumqvclyU/y/I6FLJ6+Ydjy0vwwv7opW58+kR9/oHfXlL421fuS+o362lTvS+o36mtXvVFfm+p9Sf1GfW2q9yX1G/W1qd6X1G/s1Tcz40ySLC+Pw9LeI59/394j9925Z/G5z3x6wwu9m9aq3nc+r21cyOLL08uLWX92ORc39mxaS1+b6n1J/UZ9bar3JfUb9bWr3qivTfW+pH6jvjbV+5L6jfraVO9L6jf26pupcWZhYRiPHdj11UOP3fLlg4df3/HtR1+7sXfTWtX7AAAAgMtvpsaZqZ1LV124c8/ikYe+9eru3i1vpWrfNbn27HIuXje9fDHnNi5k8WzPprX0tanel9Rv1Nemel9Sv1Ffu+qN+tpU70vqN+prU70vqd+or031vqR+Y6++mRlnDh1eXn/02OtXJ8npM6vzTz514dY7bls41btrqnpfktyYpePLubDpzHjq+pVxZd3pnNyzPTsP9e6a0temel9Sv1Ffm+p9Sf1Gfe2qN+prU70vqd+or031vqR+o7421fuS+o29+mbmrbQP/XB5w71fOPmpySTDOGb42Iev+f59997wbO+uqep9SbJuWDfZNd7+nafy2GfHZG5ztu3fMtx0snfXlL421fuS+o362lTvS+o36mtXvVFfm+p9Sf1GfW2q9yX1G/W1qd6X1G/s1TeM4+V/w6DJiffff9lvdMbcffPe3gkAAADA23h08s0vvZPrzczTmgAAAACuRMYZAAAAgI6MMwAAAAAdGWcAAAAAOjLOAAAAAHRknAEAAADoyDgDAAAA0JFxBgAAAKAj4wwAAABAR8YZAAAAgI6MMwAAAAAdGWcAAAAAOjLOAAAAAHRknAEAAADoyDgDAAAA0NF87wB+No8cP9A74W3dffPe3glvq/rX70pQ/RgDAABcKZw5AwAAANCRcQYAAACgI+MMAAAAQEfGGQAAAICOjDMAAAAAHRlnAAAAADoyzgAAAAB0ZJwBAAAA6Mg4AwAAANCRcQYAAACgI+MMAAAAQEfGGQAAAICOjDMAAAAAHRlnAAAAADoyzgAAAAB0NN874N1y5uXV+b0ff/5zKyvj/GSSuY/uu/qZb3ztpu/27pqq3pdcGY1Hx2d3H8nBe5IMm7N9/weHfd/r3TR1JXz9roTGysc40deqel9Sv1Ffu+qN+tpU70vqN+prU70vqd+or031vqR+Y4++mTlzZuOGuZXHH176+rEDux44/PgtDzxx4OLuBx96Zal311T1vqR+42ScDM/l4Cc/lLse/Eg+8ZXTeXHPqfHE1t5dU9W/fkn9xurHWF+b6n1J/UZ97ao36mtTvS+p36ivTfW+pH6jvjbV+5L6jb36ZmacmZsbsm3r/HKSnDs/rltdHefmhoy9u6aq9yX1G3+S53csZPH0DcOWl+aH+dVN2fr0ifz4A727pqp//ZL6jdWPsb421fuS+o362lVv1Nemel9Sv1Ffm+p9Sf1GfW2q9yX1G3v1zcw4kyTLy+OwtPfI59+398h9d+5ZfO4zn97wQu+mtar3JbUbz+e1jQtZfHl6eTHrzy7n4saeTZeq/PWbqtxY/Rjra1O9L6nfqK9d9UZ9bar3JfUb9bWp3pfUb9TXpnpfUr+xV99MjTMLC8N47MCurx567JYvHzz8+o5vP/rajb2b1qrel1wZjZVdCV+/K6ERAADg58lMjTNTO5euunDnnsUjD33r1d29W95K9b6kZuM1ufbsci5eN718Mec2LmTxbM+mn6bi1+9SFRurH2N9bar3JfUb9bWr3qivTfW+pH6jvjbV+5L6jfraVO9L6jf26puZcebQ4eX1R4+9fnWSnD6zOv/kUxduveO2hVO9u6aq9yX1G2/M0vHlXNh0Zjx1/cq4su50Tu7Znp2HendNVf/6JfUbqx9jfW2q9yX1G/W1q96or031vqR+o7421fuS+o362lTvS+o39uqbmbfSPvTD5Q33fuHkpyaTDOOY4WMfvub79917w7O9u6aq9yX1G9cN6ya7xtu/81Qe++yYzG3Otv1bhptO9u6aqv71S+o3Vj/G+tpU70vqN+prV71RX5vqfUn9Rn1tqvcl9Rv1tanel9Rv7NU3jOPlf6OWyYn333/Zb5TL6u6b9/ZOeFuPHD/QO+GKV/0YAwAA9Pbo5JtfeifXm5mnNQEAAABciYwzAAAAAB0ZZwAAAAA6Ms4AAAAAdGScAQAAAOjIOAMAAADQkXEGAAAAoCPjDAAAAEBHxhkAAACAjowzAAAAAB0ZZwAAAAA6Ms4AAAAAdGScAQAAAOjIOAMAAADQkXEGAAAAoCPjDAAAAEBH870DmE2PHD/QO4H3mGPc5u6b9/ZOAACAt+Ux/+XjzBkAAACAjowzAAAAAB0ZZwAAAAA6Ms4AAAAAdGScAQAAAOjIOAMAAADQkXEGAAAAoCPjDAAAAEBHxhkAAACAjowzAAAAAB0ZZwAAAAA6Ms4AAAAAdGScAQAAAOjIOAMAAADQkXEGAAAAoKP53gHvljMvr87v/fjzn1tZGecnk8x9dN/Vz3zjazd9t3fXVPW+pH6jvnbVG/W1Ozo+u/tIDt6TZNic7fs/OOz7Xu+mtar3JfUb9bWr3qivTfW+pH6jvjbV+5L6jfraVO+r/pi6V9/MnDmzccPcyuMPL3392IFdDxx+/JYHnjhwcfeDD72y1LtrqnpfUr9RX7vqjfraTMbJ8FwOfvJDuevBj+QTXzmdF/ecGk9s7d01Vb0vqd+or131Rn1tqvcl9Rv1tanel9Rv1Nemel9S/zF1r76ZGWfm5oZs2zq/nCTnzo/rVlfHubkhY++uqep9Sf1Gfe2qN+pr85M8v2Mhi6dvGLa8ND/Mr27K1qdP5Mcf6N01Vb0vqd+or131Rn1tqvcl9Rv1tanel9Rv1Nemel9S/zF1r76ZeVpTkiwvj8Mv7PvRb/7e6dVNv/bL65/4zKc3vNC7aa3qfUn9Rn3tqjfq+9mdz2sbF7L48vTyYtaffSUvlflfIar3JfUb9bWr3qivTfW+pH6jvjbV+5L6jfraVO+bqvyYOunTNzNnziTJwsIwHjuw66uHHrvlywcPv77j24++dmPvprWq9yX1G/W1q96oDwAAZlv1x9Q9+mZqnJnauXTVhTv3LB556Fuv7u7d8laq9yX1G/W1q96o7w/vmlx7djkXr5tevphzGxeyeLZn01rV+5L6jfraVW/U16Z6X1K/UV+b6n1J/UZ9bar3XariY+q1LmffzIwzhw4vrz967PWrk+T0mdX5J5+6cOsdty2c6t01Vb0vqd+or131Rn1tbszS8eVc2HRmPHX9yriy7nRO7tmenYd6d01V70vqN+prV71RX5vqfUn9Rn1tqvcl9Rv1tanel9R/TN2rb2Zec+bQD5c33PuFk5+aTDKMY4aPffia79937w3P9u6aqt6X1G/U1656o74264Z1k13j7d95Ko99dkzmNmfb/i3DTSd7d01V70vqN+prV71RX5vqfUn9Rn1tqvcl9Rv1tanel9R/TN2rbxjHy/+iyJMT77//st8oQCF337y3dwIAALytR44f6J1wxZvb/oMvvaPrvdchAAAAAPx0xhkAAACAjowzAAAAAB0ZZwAAAAA6Ms4AAAAAdGScAQAAAOjIOAMAAADQkXEGAAAAoCPjDAAAAEBHxhkAAACAjowzAAAAAB0ZZwAAAAA6Ms4AAAAAdGScAQAAAOjIOAMAAADQ0XzvAICfR48cP9A74Q909817eycAAMDPBWfOAAAAAHRknAEAAADoyDgDAAAA0JFxBgAAAKAj4wwAAABAR8YZAAAAgI6MMwAAAAAdGWcAAAAAOjLOAAAAAHRknAEAAADoyDgDAAAA0JFxBgAAAKAj4wwAAABAR8YZAAAAgI6MMwAAAAAdzfcOeLeceXl1fu/Hn//cyso4P5lk7qP7rn7mG1+76bu9u6aq9yX1G/W1q96or031viQ5Oj67+0gO3pNk2Jzt+z847Pte76ZLVW/U1656o7421fuS+o362lTvS+o36mtTva/6Y9ZefTNz5szGDXMrjz+89PVjB3Y9cPjxWx544sDF3Q8+9MpS766p6n1J/UZ97ao36mtTvW8yTobncvCTH8pdD34kn/jK6by459R4YmvvrrWqN+prV71RX5vqfUn9Rn1tqvcl9Rv1tanel9R/zNqrb2bGmbm5Idu2zi8nybnz47rV1XFubsjYu2uqel9Sv1Ffu+qN+tpU7/tJnt+xkMXTNwxbXpof5lc3ZevTJ/LjD/TuWqt6o7521Rv1tanel9Rv1Nemel9Sv1Ffm+p9Sf3HrL36ZuZpTUmyvDwOv7DvR7/5e6dXN/3aL69/4jOf3vBC76a1qvcl9Rv1taveqK9N5b7zeW3jQhZfnl5ezPqzr+SlMv8rSVK/UV+76o362lTvS+o36mtTvS+p36ivTfW+qcqPWZM+fTNz5kySLCwM47EDu7566LFbvnzw8Os7vv3oazf2blqrel9Sv1Ffu+qN+tpU7wMAgOqPWXv0zdQ4M7Vz6aoLd+5ZPPLQt17d3bvlrVTvS+o36mtXvVFfm4p91+Tas8u5eN308sWc27iQxbM9my5VvVFfu+qN+tpU70vqN+prU70vqd+or031vktVfMy61uXsm5lx5tDh5fVHj71+dZKcPrM6/+RTF26947aFU727pqr3JfUb9bWr3qivTfW+G7N0fDkXNp0ZT12/Mq6sO52Te7Zn56HeXWtVb9TXrnqjvjbV+5L6jfraVO9L6jfqa1O9L6n/mLVX38y85syhHy5vuPcLJz81mWQYxwwf+/A137/v3hue7d01Vb0vqd+or131Rn1tqvetG9ZNdo23f+epPPbZMZnbnG37tww3nezdtVb1Rn3tqjfqa1O9L6nfqK9N9b6kfqO+NtX7kvqPWXv1DeN4+V8UeXLi/fdf9hsF4A/l7pv39k4AAKCjR44f6J1wxZvb/oMvvaPrvdchAAAAAPx0xhkAAACAjowzAAAAAB0ZZwAAAAA6Ms4AAAAAdGScAQAAAOjIOAMAAADQkXEGAAAAoCPjDAAAAEBHxhkAAACAjowzAAAAAB0ZZwAAAAA6Ms4AAAAAdGScAQAAAOjIOAMAAADQ0XyPG/0TX/wrPW52pvzuFx/onQAAAMAMu/vmvb0TrniPTt7Z9Zw5AwAAANCRcQYAAACgI+MMAAAAQEfGGQAAAICOjDMAAAAAHRlnAAAAADoyzgAAAAB0ZJwBAAAA6Mg4AwAAANCRcQYAAACgI+MMAAAAQEfGGQAAAICOjDMAAAAAHRlnAAAAADoyzgAAAAB0NN874N30g3/w23/m/KkXbpu7avG1D/75L/5O755LVe878/Lq/N6PP/+5lZVxfjLJ3Ef3Xf3MN75203d7d03pa1e9UV+b6n1JcnR8dveRHLwnybA52/d/cNj3vd5Nl6reqK9d9UZ9bar3JfUb9bWp3pfUb9TXpnpfUr+xR99MnTmz6bZ/7cDOX/l3H+zd8dNU79u4YW7l8YeXvn7swK4HDj9+ywNPHLi4+8GHXlnq3TWlr131Rn1tqvdNxsnwXA5+8kO568GP5BNfOZ0X95waT2zt3bVW9UZ97ao36mtTvS+p36ivTfW+pH6jvjbV+5L6jb36Zmqc2Xz7n/rxVeuvO9+746ep3jc3N2Tb1vnlJDl3fly3ujrOzQ0Ze3dN6WtXvVFfm+p9P8nzOxayePqGYctL88P86qZsffpEfvyB3l1rVW/U1656o7421fuS+o362lTvS+o36mtTvS+p39irb6ae1kS75eVx+IV9P/rN3zu9uunXfnn9E5/59IYXejetpa9d9UZ9bSr3nc9rGxey+PL08mLWn30lL5U5syep36ivXfVGfW2q9yX1G/W1qd6X1G/U16Z6X1K/sVffTJ05Q7uFhWE8dmDXVw89dsuXDx5+fce3H33txt5Na+lrV71RX5vqfQAAwL/KOMNb2rl01YU79yweeehbr+7u3fJW9LWr3qivTcW+a3Lt2eVcvG56+WLObVzI4tmeTZeq3qivXfVGfW2q9yX1G/W1qd6X1G/U16Z6X1K/sVefcYbfd+jw8vqjx16/OklOn1mdf/KpC7fecdvCqd5dU/raVW/U16Z6341ZOr6cC5vOjKeuXxlX1p3OyT3bs/NQ7661qjfqa1e9UV+b6n1J/UZ9bar3JfUb9bWp3pfUb+zVN1OvOfPs3/utP3vhzIt/ZLKyvP6f/U//2V/f/Ef3fXfHXX/mn/bumqred+iHyxvu/cLJT00mGcYxw8c+fM3377v3hmd7d03pa1e9UV+b6n3rhnWTXePt33kqj312TOY2Z9v+LcNNJ3t3rVW9UV+76o362lTvS+o36mtTvS+p36ivTfW+pH5jr75hHC//G3nc+fkv33/Zb3TG/O4XH+idAMy4u2/e2zsBAACuaI9Ovvmld3I9T2sCAAAA6Mg4AwAAANCRcQYAAACgI+MMAAAAQEfGGQAAAICOjDMAAAAAHRlnAAAAADoyzgAAAAB0ZJwBAAAA6Mg4AwAAANCRcQYAAACgI+MMAAAAQEfGGQAAAP4/9u7vRe/6zv//45oZZ0wkUfNDo5mNmzartRiJ7BK2WkqX8qmoB6V0F5aCCz1qF88KQmEP1H9A9mDd9KAsFHLUysJCaxEPPBFBbLPjSkuSpqZqDNGkY4yNScaZ6/05uvYzX1f7dfvSvJ65erudveGC952Z633N8Jj3NRfQkXEGAAAAoCPjDAAAAEBHc70D+OP85aP/2DvhD/rFowd6JwCNnj651DvhD7r35n29EwAA4BPhzhkAAACAjowzAAAAAB0ZZwAAAAA6Ms4AAAAAdGScAQAAAOjIOAMAAADQkXEGAAAAoCPjDAAAAEBHxhkAAACAjowzAAAAAB0ZZwAAAAA6Ms4AAAAAdGScAQAAAOjIOAMAAADQkXEGAAAAoCPjDAAAAEBHc70DPkm//o9/+dqFM2/cOnPVwvk7/uHRf+3d80H62px9Z21u31de/9bq6jA3Hmfmi/uv/tWPfnDTs727Jqr3JfUb9bWp3pdcGY2vDUf3HM/h+5KMtmbHoTtG+5/r3bSevnbVG/W1qd6X1G/U16Z6X1K/UV+b6n1J/cYefVN158yWW/9qadff/P3B3h0fRV+bzZtmVl/42eIPTyztPnDshVsOvLh0ac/BJ99d7N01Ub0vqd+or031vqR+43gYj17J4QfuzN0H78n9Tyznrb1nhlPbe3dN6GtXvVFfm+p9Sf1GfW2q9yX1G/W1qd6X1G/s1TdV48zW2//61as2Xnuhd8dH0ddmZmaUG7fPrSTJexeG2bW1YWZmlKF310T1vqR+o7421fuS+o1v5vWd81lYvn607e250dzalmx/+VReva1314S+dtUb9bWp3pfUb9TXpnpfUr9RX5vqfUn9xl59U/W2Jqbfysow+sz+3377d8trW7765Y0vfvMbm97o3bRe9b6kfqO+NtX7ktqNF3J+83wW3pkcL2TjuXfzdpk7e/S1q96or031vqR+o7421fuS+o362lTvS+o39uqbqjtnmH7z86PhxNLu7x95/pbHDx97f+dPnzl/Q++m9ar3JfUb9bWp3pdcGY0AAHA5GWe4Iu1avOriXXsXjj/5k9/v6d3yYar3JfUb9bWp3pfUbNyQa86t5NK1k+NLeW/zfBbO9WxaT1+76o362lTvS+o36mtTvS+p36ivTfW+pH5jrz7jDFeMI8dWNr524v2rk2T57Nrcz1+6+NnP3zp/pnfXRPW+pH6jvjbV+5L6jTdk8eRKLm45O5y5bnVYnV3O6b07sutI764Jfe2qN+prU70vqd+or031vqR+o7421fuS+o29+qbqf84c/fd//tuLZ9/68/Hqysb/+rd/+u7Wz+1/dufdX/vP3l0T+toc+c3Kpoe+d/rr43FGw5DRl76w4ZcPP3T90d5dE9X7kvqN+tpU70vqN86OZse7h9ufeinPPzgkM1tz46Fto5tO9+6a0NeueqO+NtX7kvqN+tpU70vqN+prU70vqd/Yq280DJf/QzLu+s7jj1z2k3JZ/eLRA70TgCl37837eicAAMAf9Mz4x499nMd5WxMAAABAR8YZAAAAgI6MMwAAAAAdGWcAAAAAOjLOAAAAAHRknAEAAADoyDgDAAAA0JFxBgAAAKAj4wwAAABAR8YZAAAAgI6MMwAAAAAdGWcAAAAAOjLOAAAAAHRknAEAAADoyDgDAAAA0NFc7wDgynTvzft6J/xBT59c6p3Ap6z697j6NQIAQB3unAEAAADoyDgDAAAA0JFxBgAAAKAj4wwAAABAR8YZAAAAgI6MMwAAAAAdGWcAAAAAOjLOAAAAAHRknAEAAADoyDgDAAAA0JFxBgAAAKAj4wwAAABAR8YZAAAAgI6MMwAAAAAdGWcAAAAAOprrHfBJ+vV//MvXLpx549aZqxbO3/EPj/5r754P0tfm7Dtrc/u+8vq3VleHufE4M1/cf/WvfvSDm57t3TVRvS+5MhpfG47uOZ7D9yUZbc2OQ3eM9j/Xu2mi+tevel9Sv7F6X1L7Gknq9yX1G/W1qd6X1G/U16Z6X1K/UV+b6n1J/cYefVN158yWW/9qadff/P3B3h0fRV+bzZtmVl/42eIPTyztPnDshVsOvLh0ac/BJ99d7N01Ub0vqd84HsajV3L4gTtz98F7cv8Ty3lr75nh1PbeXRPVv37V+5L6jdX7ql8j1fuS+o362lTvS+o36mtTvS+p36ivTfW+pH5jr76pGme23v7Xr1618doLvTs+ir42MzOj3Lh9biVJ3rswzK6tDTMzowy9uyaq9yX1G9/M6zvns7B8/Wjb23OjubUt2f7yqbx6W++uiepfv+p9Sf3G6n3Vr5HqfUn9Rn1tqvcl9Rv1tanel9Rv1Nemel9Sv7FX31S9rYnpt7IyjD6z/7ff/t3y2pavfnnji9/8xqY3ejetV70vqd14Iec3z2fhncnxQjaeezdvl7lrIan99Uvq9yX1Gyv3Vb9Gqvcl9Rv1tanel9Rv1Nemel9Sv1Ffm+p9Sf3GXn1TdecM029+fjScWNr9/SPP3/L44WPv7/zpM+dv6N20XvW+5MporKz61696X1K/sXofAADTxzjDFWnX4lUX79q7cPzJn/x+T++WD1O9L6nZuCHXnFvJpWsnx5fy3ub5LJzr2fRRKn791qvel9RvrNhX/Rqp3pfUb9TXpnpfUr9RX5vqfUn9Rn1tqvcl9Rt79RlnuGIcObay8bUT71+dJMtn1+Z+/tLFz37+1vkzvbsmqvcl9RtvyOLJlVzccnY4c93qsDq7nNN7d2TXkd5dE9W/ftX7kvqN1fuqXyPV+5L6jfraVO9L6jfqa1O9L6nfqK9N9b6kfmOvvqn6nzNH//2f//bi2bf+fLy6svG//u2fvrv1c/uf3Xn31/6zd9eEvjZHfrOy6aHvnf76eJzRMGT0pS9s+OXDD11/tHfXRPW+pH7j7Gh2vHu4/amX8vyDQzKzNTce2ja66XTvronqX7/qfUn9xup91a+R6n1J/UZ9bar3JfUb9bWp3pfUb9TXpnpfUr+xV99oGC7/h1Dc9Z3HH7nsJ+Wy+sWjB3on8Cm79+Z9vRP+oKdPLvVO4E9c9WsEAIBP3zPjHz/2cR7nbU0AAAAAHRlnAAAAADoyzgAAAAB0ZJwBAAAA6Mg4AwAAANCRcQYAAACgI3hNlnwAACAASURBVOMMAAAAQEfGGQAAAICOjDMAAAAAHRlnAAAAADoyzgAAAAB0ZJwBAAAA6Mg4AwAAANCRcQYAAACgI+MMAAAAQEdzvQP44/zi0QO9E/gU3Xvzvt4JQKOnTy71Tvj/5bUGAKAGd84AAAAAdGScAQAAAOjIOAMAAADQkXEGAAAAoCPjDAAAAEBHxhkAAACAjowzAAAAAB0ZZwAAAAA6Ms4AAAAAdGScAQAAAOjIOAMAAADQkXEGAAAAoCPjDAAAAEBHxhkAAACAjowzAAAAAB3N9Q74JP36P/7laxfOvHHrzFUL5+/4h0f/tXfPB1XvO/vO2ty+r7z+rdXVYW48zswX91/9qx/94KZne3dN6Gv32nB0z/Ecvi/JaGt2HLpjtP+53k0fVLmx+ve4el9Sv1Ffu8rX8ET1Rn1tqvcl9Rv1tanel9Rv1Nemel9Sv7FH31TdObPl1r9a2vU3f3+wd8dHqd63edPM6gs/W/zhiaXdB469cMuBF5cu7Tn45LuLvbsm9LUZD+PRKzn8wJ25++A9uf+J5by198xwanvvrvWqN1b/HlfvS+o36mtT/RpO6jfqa1O9L6nfqK9N9b6kfqO+NtX7kvqNvfqmapzZevtfv3rVxmsv9O74KNX7ZmZGuXH73EqSvHdhmF1bG2ZmRhl6d03oa/NmXt85n4Xl60fb3p4bza1tyfaXT+XV23p3rVe9sfr3uHpfUr9RX5vq13BSv1Ffm+p9Sf1GfW2q9yX1G/W1qd6X1G/s1TdVb2ui3crKMPrM/t9++3fLa1u++uWNL37zG5ve6N20nr4/3oWc3zyfhXcmxwvZeO7dvF3mL+7JldFY+Xuc1O9L6jfq++NdCddw9UZ9bar3JfUb9bWp3pfUb9TXpnpfUr+xV99U3TlDu/n50XBiaff3jzx/y+OHj72/86fPnL+hd9N6+uit+ve4el9Sv1EfAACXm3GGD7Vr8aqLd+1dOP7kT36/p3fLh9H3v7ch15xbyaVrJ8eX8t7m+Syc69n0QVdC40TF7/F61fuS+o36/veuhGu4eqO+NtX7kvqN+tpU70vqN+prU70vqd/Yq884w387cmxl42sn3r86SZbPrs39/KWLn/38rfNnendN6GtzQxZPruTilrPDmetWh9XZ5ZzeuyO7jvTuWq96Y/XvcfW+pH6jvjbVr+GkfqO+NtX7kvqN+tpU70vqN+prU70vqd/Yq2+q/ufM0X//57+9ePatPx+vrmz8r3/7p+9u/dz+Z3fe/bX/7N01Ub3vyG9WNj30vdNfH48zGoaMvvSFDb98+KHrj/bumtDXZnY0O9493P7US3n+wSGZ2ZobD20b3XS6d9d61Rurf4+r9yX1G/W1qX4NJ/Ub9bWp3pfUb9TXpnpfUr9RX5vqfUn9xl59o2G4/B/ycNd3Hn/ksp90yvzi0QO9E/gU3Xvzvt4JV7ynTy71ToDyvNYAAHy6nhn/+LGP8zhvawIAAADoyDgDAAAA0JFxBgAAAKAj4wwAAABAR8YZAAAAgI6MMwAAAAAdGWcAAAAAOjLOAAAAAHRknAEAAADoyDgDAAAA0JFxBgAAAKAj4wwAAABAR8YZAAAAgI6MMwAAAAAdGWcAAAAAOprrcdJfPHqgx2nhv917877eCQDdPX1yqXfCH+S1GgD4U+HOGQAAAICOjDMAAAAAHRlnAAAAADoyzgAAAAB0ZJwBAAAA6Mg4AwAAANCRcQYAAACgI+MMAAAAQEfGGQAAAICOjDMAAAAAHRlnAAAAADoyzgAAAAB0ZJwBAAAA6Mg4AwAAANCRcQYAAACgo7neAZ+Us++sze37yuvfWl0d5sbjzHxx/9W/+tEPbnq2d9dE9b6kfmP1viR5bTi653gO35dktDU7Dt0x2v9c76b1qvcltRurPwer9yX1G/W1qd43Ufl1JtHXqnpfUr9RX5vqfUn9Rn1tqvcl9Rt79E3NnTObN82svvCzxR+eWNp94NgLtxx4cenSnoNPvrvYu2uiel9Sv7F633gYj17J4QfuzN0H78n9Tyznrb1nhlPbe3dNVO9L6jdWfw5W70vqN+prU70vqf86o69N9b6kfqO+NtX7kvqN+tpU70vqN/bqm5pxZmZmlBu3z60kyXsXhtm1tWFmZpShd9dE9b6kfmP1vjfz+s75LCxfP9r29txobm1Ltr98Kq/e1rtronpfUr+x+nOwel9Sv1Ffm+p9Sf3XGX1tqvcl9Rv1tanel9Rv1Nemel9Sv7FX39S8rSlJVlaG0Wf2//bbv1te2/LVL2988Zvf2PRG76b1qvcl9Rsr913I+c3zWXhncryQjefezdtl/mJcvS+5MhorPweT+n1J/UZ9bar3VX+d0demel9Sv1Ffm+p9Sf1GfW2q9yX1G3v1Tc2dM0kyPz8aTizt/v6R5295/PCx93f+9JnzN/RuWq96X1K/sXof06/6c7B6X1K/UV+b6n0AABVN1TgzsWvxqot37V04/uRPfr+nd8uHqd6X1G+s2Lch15xbyaVrJ8eX8t7m+Syc69m0XvW+5MponKj4HFyvel9Sv1Ffm6p91V9n9LWp3pfUb9TXpnpfUr9RX5vqfUn9xl59UzPOHDm2svG1E+9fnSTLZ9fmfv7Sxc9+/tb5M727Jqr3JfUbq/fdkMWTK7m45exw5rrVYXV2Oaf37siuI727Jqr3JfUbqz8Hq/cl9Rv1tanel9R/ndHXpnpfUr9RX5vqfUn9Rn1tqvcl9Rt79U3N/5w58puVTQ997/TXx+OMhiGjL31hwy8ffuj6o727Jqr3JfUbq/fNjmbHu4fbn3opzz84JDNbc+OhbaObTvfumqjel9RvrP4crN6X1G/U16Z6X1L/dUZfm+p9Sf1GfW2q9yX1G/W1qd6X1G/s1Tcahsv/IQrjU3/xyGU/Kaxz7837eifwKXv65FLvBKCR12oA4Er3zPjHj32cx03N25oAAAAArkTGGQAAAICOjDMAAAAAHRlnAAAAADoyzgAAAAB0ZJwBAAAA6Mg4AwAAANCRcQYAAACgI+MMAAAAQEfGGQAAAICOjDMAAAAAHRlnAAAAADoyzgAAAAB0ZJwBAAAA6Mg4AwAAANCRcQYAAACgo7neAUyne2/e1zsBAAAArgjunAEAAADoyDgDAAAA0JFxBgAAAKAj4wwAAABAR8YZAAAAgI6MMwAAAAAdGWcAAAAAOjLOAAAAAHRknAEAAADoyDgDAAAA0JFxBgAAAKAj4wwAAABAR8YZAAAAgI6MMwAAAAAdGWcAAAAAOprrHfBJOfvO2ty+r7z+rdXVYW48zswX91/9qx/94KZne3dNVO9LrozG14aje47n8H1JRluz49Ado/3P9W5aT1+7yo3Vr5HqfUn9Rn1tqvdNVH6dSfS1qt6X1G/U16Z6X1K/UV+b6n1J/cYefVNz58zmTTOrL/xs8YcnlnYfOPbCLQdeXLq05+CT7y727pqo3pfUbxwP49ErOfzAnbn74D25/4nlvLX3zHBqe++uCX3tqjdWv0aq9yX1G/W1qd6X1H+d0demel9Sv1Ffm+p9Sf1GfW2q9yX1G3v1Tc04MzMzyo3b51aS5L0Lw+za2jAzM8rQu2uiel9Sv/HNvL5zPgvL14+2vT03mlvbku0vn8qrt/XumtDXrnpj9Wukel9Sv1Ffm+p9Sf3XGX1tqvcl9Rv1tanel9Rv1Nemel9Sv7FX39S8rSlJVlaG0Wf2//bbv1te2/LVL2988Zvf2PRG76b1qvcltRsv5Pzm+Sy8MzleyMZz7+btMn+R1dfuSmisfI0k9fuS+o362lTvq/46o69N9b6kfqO+NtX7kvqN+tpU70vqN/bqm5o7Z5Jkfn40nFja/f0jz9/y+OFj7+/86TPnb+jdtF71vuTKaISeql8j1fuS+o362lTvAwCoaKrGmYldi1ddvGvvwvEnf/L7Pb1bPkz1vqRm44Zcc24ll66dHF/Ke5vns3CuZ9N6+tpdCY0TFa+R9ar3JfUb9bWp2lf9dUZfm+p9Sf1GfW2q9yX1G/W1qd6X1G/s1Tc148yRYysbXzvx/tVJsnx2be7nL1387OdvnT/Tu2uiel9Sv/GGLJ5cycUtZ4cz160Oq7PLOb13R3Yd6d01oa9d9cbq10j1vqR+o7421fuS+q8z+tpU70vqN+prU70vqd+or031vqR+Y6++qfmfM0d+s7Lpoe+d/vp4nNEwZPSlL2z45cMPXX+0d9dE9b6kfuPsaHa8e7j9qZfy/INDMrM1Nx7aNrrpdO+uCX3tqjdWv0aq9yX1G/W1qd6X1H+d0demel9Sv1Ffm+p9Sf1GfW2q9yX1G3v1jYbh8n+IwvjUXzxy2U/KZXXvzft6J/An7umTS70TgEZ+lgAAV7pnxj9+7OM8bmre1gQAAABwJTLOAAAAAHRknAEAAADoyDgDAAAA0JFxBgAAAKAj4wwAAABAR8YZAAAAgI6MMwAAAAAdGWcAAAAAOjLOAAAAAHRknAEAAADoyDgDAAAA0JFxBgAAAKAj4wwAAABAR8YZAAAAgI7mepz03pv39TgtALCOn8cAADW4cwYAAACgI+MMAAAAQEfGGQAAAICOjDMAAAAAHRlnAAAAADoyzgAAAAB0ZJwBAAAA6Mg4AwAAANCRcQYAAACgI+MMAAAAQEfGGQAAAICOjDMAAAAAHRlnAAAAADoyzgAAAAB0ZJwBAAAA6Giud8An6bXh6J7jOXxfktHW7Dh0x2j/c72b1qvel9Rv1Nemel9Su/HsO2tz+77y+rdWV4e58TgzX9x/9a9+9IObnu3dNVG9L6nfqK9d5Wt4onqjvjbV+5L6jfraVO9L6jfqa1O9L6nf2KNvau6cGQ/j0Ss5/MCdufvgPbn/ieW8tffMcGp7766J6n1J/UZ9bar3JfUbN2+aWX3hZ4s/PLG0+8CxF2458OLSpT0Hn3x3sXfXRPW+pH6jvjbVr+GkfqO+NtX7kvqN+tpU70vqN+prU70vqd/Yq29qxpk38/rO+SwsXz/a9vbcaG5tS7a/fCqv3ta7a6J6X1K/UV+b6n1J/caZmVFu3D63kiTvXRhm19aGmZlRht5dE9X7kvqN+tpUv4aT+o362lTvS+o36mtTvS+p36ivTfW+pH5jr76pGWcu5Pzm+Sy8MzleyMZzK7m0uWfTetX7kvqN+tpU70uujMaVlWG0uO/4d/5s3/GH79q78Mo3v7Hpjd5N61XvS+o36vvjXQnXcPVGfW2q9yX1G/W1qd6X1G/U16Z6X1K/sVff1IwzAJfD/PxoOLG0+/tHnr/l8cPH3t/502fO39C7ab3qfUn9Rn0AAFxuUzPObMg151Zy6drJ8aW8t3k+C+d6Nq1XvS+p36ivTfW+5MponNi1eNXFu/YuHH/yJ7/f07vlw1TvS+o36vvfuxKu4eqN+tpU70vqN+prU70vqd+or031vqR+Y6++qRlnbsjiyZVc3HJ2OHPd6rA6u5zTe3dk15HeXRPV+5L6jfraVO9L6jceObay8bUT71+dJMtn1+Z+/tLFz37+1vkzvbsmqvcl9Rv1tal+DSf1G/W1qd6X1G/U16Z6X1K/UV+b6n1J/cZefVPzUdqzo9nx7uH2p17K8w8OyczW3Hho2+im0727Jqr3JfUb9bWp3pfUbzzym5VND33v9NfH44yGIaMvfWHDLx9+6Pqjvbsmqvcl9Rv1tal+DSf1G/W1qd6X1G/U16Z6X1K/UV+b6n1J/cZefaNhuPwf8vB/Zv7ukct+UuBPytMnl3onQHn33ryvdwIAwFR7Zvzjxz7O46bmbU0AAAAAVyLjDAAAAEBHxhkAAACAjowzAAAAAB0ZZwAAAAA6Ms4AAAAAdGScAQAAAOjIOAMAAADQkXEGAAAAoCPjDAAAAEBHxhkAAACAjowzAAAAAB0ZZwAAAAA6Ms4AAAAAdGScAQAAAOhorncAwKfh3pv39U74g54+udQ7gU9Z9ecgAAB1uHMGAAAAoCPjDAAAAEBHxhkAAACAjowzAAAAAB0ZZwAAAAA6Ms4AAAAAdGScAQAAAOjIOAMAAADQkXEGAAAAoCPjDAAAAEBHxhkAAACAjowzAAAAAB0ZZwAAAAA6Ms4AAAAAdGScAQAAAOhornfAJ+m14eie4zl8X5LR1uw4dMdo/3O9m9ar3pfUb9TXpnpfUr+xct/Zd9bm9n3l9W+trg5z43Fmvrj/6l/96Ac3Pdu7a73qjdX7ktrPwaR+X1K/UV+b6n1J/UZ9bar3JfUb9bWp3pfUb+zRNzV3zoyH8eiVHH7gztx98J7c/8Ry3tp7Zji1vXfXRPW+pH6jvjbV+5L6jdX7Nm+aWX3hZ4s/PLG0+8CxF2458OLSpT0Hn3x3sXfXetUbq/dVfw5W70vqN+prU70vqd+or031vqR+o7421fuS+o29+qZmnHkzr++cz8Ly9aNtb8+N5ta2ZPvLp/Lqbb27Jqr3JfUb9bWp3pfUb6zeNzMzyo3b51aS5L0Lw+za2jAzM8rQu2u96o3V+6o/B6v3JfUb9bWp3pfUb9TXpnpfUr9RX5vqfUn9xl59UzPOXMj5zfNZeGdyvJCN51ZyaXPPpvWq9yX1G/W1qd6X1G+s3pckKyvDaHHf8e/82b7jD9+1d+GVb35j0xu9mz6oemPlvurPwep9Sf1GfW2q9yX1G/W1qd6X1G/U16Z6X1K/sVff1IwzACTz86PhxNLu7x95/pbHDx97f+dPnzl/Q++mD6reWL0PAIDpMzXjzIZcc24ll66dHF/Ke5vns3CuZ9N61fuS+o362lTvS+o3Vu9bb9fiVRfv2rtw/Mmf/H5P75aPUr2xYl/152D1vqR+o7421fuS+o362lTvS+o36mtTvS+p39irb2rGmRuyeHIlF7ecHc5ctzqszi7n9N4d2XWkd9dE9b6kfqO+NtX7kvqN1fuOHFvZ+NqJ969OkuWza3M/f+niZz9/6/yZ3l3rVW+s3lf9OVi9L6nfqK9N9b6kfqO+NtX7kvqN+tpU70vqN/bqm5qP0p4dzY53D7c/9VKef3BIZrbmxkPbRjed7t01Ub0vqd+or031vqR+Y/W+I79Z2fTQ905/fTzOaBgy+tIXNvzy4YeuP9q7a73qjdX7qj8Hq/cl9Rv1tanel9Rv1Nemel9Sv1Ffm+p9Sf3GXn2jYbj8H0Lxf2b+7pHLflKAQp4+udQ7gU/ZvTfv650AAEBnz4x//NjHedzUvK0JAAAA4EpknAEAAADoyDgDAAAA0JFxBgAAAKAj4wwAAABAR8YZAAAAgI6MMwAAAAAdGWcAAAAAOjLOAAAAAHRknAEAAADoyDgDAAAA0JFxBgAAAKAj4wwAAABAR8YZAAAAgI6MMwAAAAAdGWcAAAAAOprrHQDwp+jem/f1TgAAAIpw5wwAAABAR8YZAAAAgI6MMwAAAAAdGWcAAAAAOjLOAAAAAHRknAEAAADoyDgDAAAA0JFxBgAAAKAj4wwAAABAR8YZAAAAgI6MMwAAAAAdGWcAAAAAOjLOAAAAAHRknAEAAADoaK53wCfpteHonuM5fF+S0dbsOHTHaP9zvZvWq96X1G/U16Z6X1K/UV+b6n1J/UZ97ao36mtTvS+p36ivTfW+pH6jvjbV+5L6jT36pubOmfEwHr2Sww/cmbsP3pP7n1jOW3vPDKe29+6aqN6X1G/U16Z6X1K/UV+b6n1J/UZ97ao36mtTvS+p36ivTfW+pH6jvjbV+5L6jb36pmaceTOv75zPwvL1o21vz43m1rZk+8un8uptvbsmqvcl9Rv1tanel9Rv1Nemel9Sv1Ffu+qN+tpU70vqN+prU70vqd+or031vqR+Y6++qRlnLuT85vksvDM5XsjGcyu5tLln03rV+5L6jfraVO9L6jfqa1O9L6nfqK9d9UZ9bar3JfUb9bWp3pfUb9TXpnpfUr+xV9/UjDMAAAAAV6KpGWc25JpzK7l07eT4Ut7bPJ+Fcz2b1qvel9Rv1Nemel9Sv1Ffm+p9Sf1Gfe2qN+prU70vqd+or031vqR+o7421fuS+o29+qZmnLkhiydXcnHL2eHMdavD6uxyTu/dkV1HendNVO9L6jfqa1O9L6nfqK9N9b6kfqO+dtUb9bWp3pfUb9TXpnpfUr9RX5vqfUn9xl59U/NR2rOj2fHu4fanXsrzDw7JzNbceGjb6KbTvbsmqvcl9Rv1tanel9Rv1Nemel9Sv1Ffu+qN+tpU70vqN+prU70vqd+or031vqR+Y6++0TAMn/Y5/of/M/N3j1z2kwIAAABcRs+Mf/zYx3nc1LytCQAAAOBKZJwBAAAA6Mg4AwAAANCRcQYAAACgI+MMAAAAQEfGGQAAAICOjDMAAAAAHRlnAAAAADoyzgAAAAB0ZJwBAAAA6Mg4AwAAANCRcQYAAACgI+MMAAAAQEfGGQAAAICOjDMAAAAAHRlnAAAAADqa63HSp08u9TjtVLn35n29EwAAAIBPgDtnAAAAADoyzgAAAAB0ZJwBAAAA6Mg4AwAAANCRcQYAAACgI+MMAAAAQEfGGQAAAICOjDMAAAAAHRlnAAAAADoyzgAAAAB0ZJwBAAAA6Mg4AwAAANCRcQYAAACgI+MMAAAAQEfGGQAAAICO5noHfFLOvrM2t+8rr39rdXWYG48z88X9V//qRz+46dneXRPV+yZeG47uOZ7D9yUZbc2OQ3eM9j/Xu2k9fW2q9yX1G/W1qd6X1G/U1656o7421fuS+o362lTvS+o36mtTvS+p39ijb2runNm8aWb1hZ8t/vDE0u4Dx1645cCLS5f2HHzy3cXeXRPV+5JkPIxHr+TwA3fm7oP35P4nlvPW3jPDqe29uyb0tanel9Rv1Nemel9Sv1Ffu+qN+tpU70vqN+prU70vqd+or031vqR+Y6++qRlnZmZGuXH73EqSvHdhmF1bG2ZmRhl6d01U70uSN/P6zvksLF8/2vb23GhubUu2v3wqr97Wu2tCX5vqfUn9Rn1tqvcl9Rv1taveqK9N9b6kfqO+NtX7kvqN+tpU70vqN/bqm5pxJklWVobR4r7j3/mzfccfvmvvwivf/MamN3o3rVe970LOb57PwjuT44VsPLeSS5t7Nq2nr031vqR+o7421fuS+o362lVv1Nemel9Sv1Ffm+p9Sf1GfW2q9yX1G3v1TdU4Mz8/Gk4s7f7+kedvefzwsfd3/vSZ8zf0blqveh8AAABw+U3VODOxa/Gqi3ftXTj+5E9+v6d3y4ep2rch15xbyaVrJ8eX8t7m+Syc69m0nr421fuS+o362lTvS+o36mtXvVFfm+p9Sf1GfW2q9yX1G/W1qd6X1G/s1Tc148yRYysbXzvx/tVJsnx2be7nL1387OdvnT/Tu2uiel+S3JDFkyu5uOXscOa61WF1djmn9+7IriO9uyb0tanel9Rv1Nemel9Sv1Ffu+qN+tpU70vqN+prU70vqd+or031vqR+Y6++qfko7SO/Wdn00PdOf308zmgYMvrSFzb88uGHrj/au2uiel+SzI5mx7uH2596Kc8/OCQzW3PjoW2jm0737prQ16Z6X1K/UV+b6n1J/UZ97ao36mtTvS+p36ivTfW+pH6jvjbV+5L6jb36RsNw+T8waHzqLx657CedMvfevK93AgAAAPAHPDP+8WMf53FT87YmAAAAgCuRcQYAAACgI+MMAAAAQEfGGQAAAICOjDMAAAAAHRlnAAAAADoyzgAAAAB0ZJwBAAAA6Mg4AwAAANCRcQYAAACgI+MMAAAAQEfGGQAAAICOjDMAAAAAHRlnAAAAADoyzgAAAAB0NNc7gD/O0yeXeidc0e69eV/vBAAAAEjizhkAAACArowzAAAAAB0ZZwAAAAA6Ms4AAAAAdGScAQAAAOjIOAMAAADQkXEGAAAAoCPjDAAAAEBHxhkAAACAjowzAAAAAB0ZZwAAAAA6Ms4AAAAAdGScAQAAAOjIOAMAAADQkXEGAAAAoKO53gGflLPvrM3t+8rr31pdHebG48x8cf/Vv/rRD256tnfXRPW+pH5j9b4keW04uud4Dt+XZLQ1Ow7dMdr/XO+m9ar3JfUb9bWp3pfUb9TXrnqjvjbV+5L6jfraVO9L6jfqa1O9L6nf2KNvau6c2bxpZvWFny3+8MTS7gPHXrjlwItLl/YcfPLdxd5dE9X7kvqN1fvGw3j0Sg4/cGfuPnhP7n9iOW/tPTOc2t67a6J6X1K/UV+b6n1J/UZ97ao36mtTvS+p36ivTfW+pH6jvjbV+5L6jb36pmacmZkZ5cbtcytJ8t6FYXZtbZiZGWXo3TVRvS+p31i97828vnM+C8vXj7a9PTeaW9uS7S+fyqu39e6aqN6X1G/U16Z6X1K/UV+76o362lTvS+o36mtTvS+p36ivTfW+pH5jr76pGWeSZGVlGC3uO/6dP9t3/OG79i688s1vbHqjd9N61fuS+o2V+y7k/Ob5LLwzOV7IxnMrubS5Z9N61fuS+o362lTvS+o36mtXvVFfm+p9Sf1GfW2q9yX1G/W1qd6X1G/s1TdV48z8/Gg4sbT7+0eev+Xxw8fe3/nTZ87f0Ltpvep9Sf3G6n0AAADwvzVV48zErsWrLt61d+H4kz/5/Z7eLR+mel9Sv7Fi34Zcc24ll66dHF/Ke5vns3CuZ9N61fuS+o362lTvS+o36mtXvVFfm+p9Sf1GfW2q9yX1G/W1qd6X1G/s1Tc148yRYysbXzvx/tVJsnx2be7nL1387OdvnT/Tu2uiel9Sv7F63w1ZPLmSi1vODmeuWx1WZ5dzeu+O7DrSu2uiel9Sv1Ffm+p9Sf1Gfe2qN+prU70vqd+or031vqR+o7421fuS+o29+qbmo7SP/GZl00PfO/318TijYcjoS1/Y8MuHH7r+aO+uiep9Sf3G6n2zo9nx7uH2p17K8w8OyczW3Hho2+im0727Jqr3JfUb9bWp3pfUb9TXrnqjvjbV+5L6jfraVO9L6jfqa1O9L6nf2KtvaR+LhwAAGaBJREFUNAyX/8Nuxqf+4pHLflJY596b9/VOAAAAYMo9M/7xYx/ncVPztiYAAACAK5FxBgAAAKAj4wwAAABAR8YZAAAAgI6MMwAAAAAdGWcAAAAAOjLOAAAAAHRknAEAAADoyDgDAAAA0JFxBgAAAKAj4wwAAABAR8YZAAAAgI6MMwAAAAAdGWcAAAAAOjLOAAAAAHQ01+Okf/noP/Y47VT5xaMHeidc0Z4+udQ74Q+69+Z9vRMAAAC4TNw5AwAAANCRcQYAAACgI+MMAAAAQEfGGQAAAICOjDMAAAAAHRlnAAAAADoyzgAAAAB0ZJwBAAAA6Mg4AwAAANCRcQYAAACgI+MMAAAAQEfGGQAAAICOjDMAAAAAHRlnAAAAADoyzgAAAAB0NNc74JP06//4l69dOPPGrTNXLZy/4x8e/dfePR9Uve/sO2tz+77y+rdWV4e58TgzX9x/9a9+9IObnu3dNaGv3WvD0T3Hc/i+JKOt2XHojtH+53o3fVD1Rn1tqvcl9Rv1taveqK9N9b6kfqO+NtX7kvqN+tpU70vqN/bom6o7Z7bc+ldLu/7m7w/27vgo1fs2b5pZfeFniz88sbT7wLEXbjnw4tKlPQeffHexd9eEvjbjYTx6JYcfuDN3H7wn9z+xnLf2nhlObe/dtV71Rn1tqvcl9Rv1taveqK9N9b6kfqO+NtX7kvqN+tpU70vqN/bqm6pxZuvtf/3qVRuvvdC746NU75uZGeXG7XMrSfLehWF2bW2YmRll6N01oa/Nm3l953wWlq8fbXt7bjS3tiXbXz6VV2/r3bVe9UZ9bar3JfUb9bWr3qivTfW+pH6jvjbV+5L6jfraVO9L6jf26puqcYZ2KyvDaHHf8e/82b7jD9+1d+GVb35j0xu9m9bT98e7kPOb57PwzuR4IRvPreTS5p5NH1S9UV+b6n1J/UZ97ao36mtTvS+p36ivTfW+pH6jvjbV+5L6jb36jDP8f8zPj4YTS7u/f+T5Wx4/fOz9nT995vwNvZvW0wcAAMC0Mc7woXYtXnXxrr0Lx5/8ye/39G75MPr+9zbkmnMruXTt5PhS3ts8n4VzPZs+qHqjvjbV+5L6jfraVW/U16Z6X1K/UV+b6n1J/UZ9bar3JfUbe/UZZ/hvR46tbHztxPtXJ8ny2bW5n7908bOfv3X+TO+uCX1tbsjiyZVc3HJ2OHPd6rA6u5zTe3dk15HeXetVb9TXpnpfUr9RX7vqjfraVO9L6jfqa1O9L6nfqK9N9b6kfmOvvqn6KO2j//7Pf3vx7Ft/Pl5d2fhf//ZP3936uf3P7rz7a//Zu2uiet+R36xseuh7p78+Hmc0DBl96QsbfvnwQ9cf7d01oa/N7Gh2vHu4/amX8vyDQzKzNTce2ja66XTvrvWqN+prU70vqd+or131Rn1tqvcl9Rv1tanel9Rv1Nemel9Sv7FX32gYLv+Hydz1nccfuewnnTK/ePRA7wQ+RffevK93AgAAAI2eGf/4sY/zOG9rAgAAAOjIOAMAAADQkXEGAAAAoCPjDAAAAEBHxhkAAACAjowzAAAAAB0ZZwAAAAA6Ms4AAAAAdGScAQAAAOjIOAMAAADQkXEGAAAAoCPjDAAAAEBHxhkAAACAjowzAAAAAB0ZZwAAAAA6Ms4AAAAAdDTXO4A/zl8++o+9E/6gXzx6oHfCFe3pk0u9E6549968r3cCAEATvxPCnw53zgAAAAB0ZJwBAAAA6Mg4AwAAANCRcQYAAACgI+MMAAAAQEfGGQAAAICOjDMAAAAAHRlnAAAAADoyzgAAAAB0ZJwBAAAA6Mg4AwAAANCRcQYAAACgI+MMAAAAQEfGGQAAAICO5noHfJJ+/R//8rULZ964deaqhfN3/MOj/9q754P0tTn7ztrcvq+8/q3V1WFuPM7MF/df/asf/eCmZ3t3TVTvS+o3Vu9LkteGo3uO5/B9SUZbs+PQHaP9z/VuWk9fu+qN+tpVb9TXpnpfUr9RX5vqfdV/39LXrnqjvg83VXfObLn1r5Z2/c3fH+zd8VH0tdm8aWb1hZ8t/vDE0u4Dx1645cCLS5f2HHzy3cXeXRPV+5L6jdX7xsN49EoOP3Bn7j54T+5/Yjlv7T0znNreu2tCX7vqjfraVW/U16Z6X1K/UV+b6n1J/d+39LWr3qjvw03VOLP19r9+9aqN117o3fFR9LWZmRnlxu1zK0ny3oVhdm1tmJkZZejdNVG9L6nfWL3vzby+cz4Ly9ePtr09N5pb25LtL5/Kq7f17prQ1656o7521Rv1tanel9Rv1Nemel9S//ctfe2qN+r7cFP1tiam38rKMPrM/t9++3fLa1u++uWNL37zG5ve6N20XvW+pH5j5b4LOb95PgvvTI4XsvHcu3m7zMqvr131Rn3tqjfqa1O9L6nfqK9N9b6Jyr9vJfo+CdUb9f1PU3XnDNNvfn40nFja/f0jz9/y+OFj7+/86TPnb+jdtF71vqR+Y/U+AIArXfXft/S1q96o738yznBF2rV41cW79i4cf/Inv9/Tu+XDVO9L6jdW7NuQa86t5NK1k+NLeW/zfBbO9WxaT1+76o362lVv1Nemel9Sv1Ffm+p9H1Tx96319LWr3qjv/zHOcMU4cmxl42sn3r86SZbPrs39/KWLn/38rfNnendNVO9L6jdW77shiydXcnHL2eHMdavD6uxyTu/dkV1HendN6GtXvVFfu+qN+tpU70vqN+prU70vqf/7lr521Rv1fbip+p8zR//9n//24tm3/ny8urLxv/7tn7679XP7n91599f+s3fXhL42R36zsumh753++nic0TBk9KUvbPjlww9df7R310T1vqR+Y/W+2dHsePdw+1Mv5fkHh2Rma248tG100+neXRP62lVv1NeueqO+NtX7kvqN+tpU70vq/76lr131Rn0fbjQMl/+fIt/1nccfuewn5bL6xaMHeifwJ+7em/f1TgAAaPL0yaXeCUCjmR2/fuxjPe7TDgEAAADgoxlnAAAAADoyzgAAAAB0ZJwBAAAA6Mg4AwAAANCRcQYAAACgI+MMAAAAQEfGGQAAAICOjDMAAAAAHRlnAAAAADoyzgAAAAB0ZJwBAAAA6Mg4AwAAANCRcQYAAACgI+MMAAAAQEfGGQAAAICO5noHMJ3+8tF/7J3wB/3i0QO9E/iUPX1yqXcCn7J7b97XOwGAK5zfF4Aq3DkDAAAA0JFxBgAAAKAj4wwAAABAR8YZAAAAgI6MMwAAAAAdGWcAAAAAOjLOAAAAAHRknAEAAADoyDgDAAAA0JFxBgAAAKAj4wwAAABAR8YZAAAAgI6MMwAAAAAdGWcAAAAAOjLOAAAAAHQ01zvgk/Tr//iXr10488atM1ctnL/jHx791949H6SvTfW+s++sze37yuvfWl0d5sbjzHxx/9W/+tEPbnq2d9d61Rv1tanel1wZja8NR/ccz+H7koy2ZsehO0b7n+vdtJ6+dtUb9bWp3pfUb9TXpvrPOn1tqvcl9Rv1fbipunNmy61/tbTrb/7+YO+Oj6KvTfW+zZtmVl/42eIPTyztPnDshVsOvLh0ac/BJ99d7N21XvVGfW2q9yX1G8fDePRKDj9wZ+4+eE/uf2I5b+09M5za3rtrQl+76o362lTvS+o36mtX/WedvjbV+5L6jfo+3FSNM1tv/+tXr9p47YXeHR9FX5vqfTMzo9y4fW4lSd67MMyurQ0zM6MMvbvWq96or031vqR+45t5fed8FpavH217e240t7Yl218+lVdv6901oa9d9UZ9bar3JfUb9bWr/rNOX5vqfUn9Rn0fbqre1gS9rawMo8/s/+23f7e8tuWrX9744je/semN3k0fVL1RX5vqfUntxgs5v3k+C+9Mjhey8dy7ebvMX3L0taveqK9N9b6kfqO+T0bln3WJvlbV+5L6jfr+p6m6cwZ6m58fDSeWdn//yPO3PH742Ps7f/rM+Rt6N31Q9UZ9bar3JVdGIwC0qP6zTl+b6n1J/UZ9/5NxBj4FuxavunjX3oXjT/7k93t6t3yU6o362lTvS2o2bsg151Zy6drJ8aW8t3k+C+d6Nq2nr131Rn1tqvcl9Rv1fbIq/qxbT1+b6n1J/UZ9/49xBj4hR46tbHztxPtXJ8ny2bW5n7908bOfv3X+TO+u9ao36mtTvS+p33hDFk+u5OKWs8OZ61aH1dnlnN67I7uO9O6a0NeueqO+NtX7kvqN+tpV/1mnr031vqR+o74PN1X/c+bov//z3148+9afj1dXNv7Xv/3Td7d+bv+zO+/+2n/27prQ16Z635HfrGx66Hunvz4eZzQMGX3pCxt++fBD1x/t3bVe9UZ9bar3JfUbZ0ez493D7U+9lOcfHJKZrbnx0LbRTad7d03oa1e9UV+b6n1J/UZ97ar/rNPXpnpfUr9R34cbDcPl/6fId33n8Ucu+0lhnV88eqB3AtDo3pv39U4A4Ar39Mml3gnAlJvZ8evHPtbjPu0QAAAAAD6acQYAAACgI+MMAAAAQEfGGQAAAICOjDMAAAAAHRlnAAAAADoyzgAAAAB0ZJwBAAAA6Mg4AwAAANCRcQb4v+3cS4yVd/3H8e8Z5tIOZYChwAgTWpTSqsVAqoMWrzGx1i74S01qujDajWlMjOlGuxI3Jm7UhQhGNybEGtOY2ngpGtMYjQ0pLWONFii10AJtAYcpHS5zff6rk0ywVcpzpr8vZ16v3Ukm87wXzG8ePvOcAwAAQEHGGQAAAICCjDMAAAAABRlnAAAAAAoyzgAAAAAUZJwBAAAAKKizxEW7/u9Uicu2lclHlpdOuKrdtv3+0gn/1VPbd5ZOgPT2nBgunfBf3bFqY+kEgOKyn9W0v+z3/bS//bsu7+s8OQMAAABQkHEGAAAAoCDjDAAAAEBBxhkAAACAgowzAAAAAAUZZwAAAAAKMs4AAAAAFGScAQAAACjIOAMAAABQkHEGAAAAoCDjDAAAAEBBxhkAAACAgowzAAAAAAUZZwAAAAAKMs4AAAAAFNRZOqBVzh16ue/57zy6bfr8+MKIiCWbb9q39mt37i3d1ZS9LyLiuV/9YOuF08fXd3T1nLv1C9t/WLrnUtn7IvI3jr423bnxky99aWqq6pyZiY4PD13zz1/85B2Pl+5q0ldP9r6I/I3Z+yIiXqwOrXshDtwZEY1lMfD0rY2hv5Rumi17X0T+Rn31ZO+LyN+Yue9qOKezN+qrL/s9v776SjS2zZMzja4FM4Nf/NieTQ99dcd7d9z349EnDg2N7nt+eemupux9ERH9698/vOYTn99duuPNZO+LyN/Yt6hjau/vBn96bHjtzsN7b9j55PD4ut0Pvz5YuqtJXz3Z+yLyN2bvm6lmGv+KA3e9L27fvSU+s2MkTm44Xb2S5ndJ9r6I/I366sneF5G/MXtf9nM6In+jvvqy3/Prq69EY9uMM71rV4z1f+SWlyMiuvuvm+hadt3p8eNnFpXuasreFxGx7N0fPNrVu/hC6Y43k70vIn9jR0cjVi7vnIiIOH+hWjA9XXV0NKIq3dWkr57sfRH5G7P3vRovre6OnpGljevPdDY6p/tj+d9fiaM3l+5qyt4Xkb9RXz3Z+yLyN2bvy35OR+Rv1Fdf9nt+ffWVaGybtzXNNvbs8SUTJ88OLN1y8/HSLW8kex/tbWKiarxz6MiX/z0y3f+pj/c+ee/di1L9O9RXT/a+iPyNmfsuxLm+7uh5rfm6J3rPvh5n0vw1MXtfRP5GffVk74vI35i9LyL3Od2UvVEf5NM2T840TZ45133424/cM7Bt6LHu6xeNl+65VPY+2l93d6M6Nrx218G/3vDdA4cnV//mD+dWlG6aTV892fsi8jdm7wOY766Gczp7oz7Ip63GmemLkx0Hvv6zexZvuvGZVfduebZ0z6Wy9zG/rBnsurhpQ88LD/96bF3pljeir57sfRH5GzP2XRsLz07E+OLm6/E439cdPWdLNs2WvS8if6O+erL3ReRvzN43W8Zz+lLZG/VBHm0zzlQzVRx88KGt3cv7Tq194K4nSvdcKnsf88PBwxO9Lx6bvCYiYmR0unPf3y6+6z3ru0+X7mrSV0/2voj8jdn7VsTgiYm42D9anV4yVU0tGIlTGwZizcHSXU3Z+yLyN+qrJ3tfRP7G7H3Zz+mI/I36IKdGVb39n6009NiD32z19zz1+2fWHPneb+/rWrrw1Wg0qoiIgW0f+OPA3Zufa/W1rkSr+yYfaf2H5h/65fc/d3H05I0zUxO9HZ09Y8tuGXp89e1b97f8Qlcoe19E6xqf2r5zLvLi0T1jK7/yjVOfnZmJRlVF46MfuvYfP//RwJ/m5GJXQF892fsi8je2su+OVRtbnRcREUerQzcdiQOfriI6lsXKpzc0Nv95Ti50hbL3ReRv1FdP9r6I/I2t7NtzYriVael/j0Tkb5xvfbdtv7+VeRGR//8l+uprZeP+XQ9863K+rm3GmflmLsYZ8pircQZ4+8zVOANwNWn1OANv1VyMM/BWXO440zZvawIAAAC4GhlnAAAAAAoyzgAAAAAUZJwBAAAAKMg4AwAAAFCQcQYAAACgIOMMAAAAQEHGGQAAAICCjDMAAAAABRlnAAAAAAoyzgAAAAAUZJwBAAAAKMg4AwAAAFCQcQYAAACgIOMMAAAAQEHGGQAAAICCOksHAP/ptu33l074n57avrN0AgDMa3tODJdOYJ67Gu5Z4WrhyRkAAACAgowzAAAAAAUZZwAAAAAKMs4AAAAAFGScAQAAACjIOAMAAABQkHEGAAAAoCDjDAAAAEBBxhkAAACAgowzAAAAAAUZZwAAAAAKMs4AAAAAFGScAQAAACjIOAMAAABQUGfpgFY5d+jlvue/8+i26fPjCyMilmy+ad/ar925t3RXU/a+iIjnfvWDrRdOH1/f0dVz7tYvbP9h6Z5LZe+LyN+YvW/0tenOjZ986UtTU1XnzEx0fHjomn/+4ifveLx0V5O++rI3Zu+LiHixOrTuhThwZ0Q0lsXA07c2hv5Summ27H0R+Rv11ZO9LyJ3Y/ZzMHtfRP7G7H3Z71cj8jfqq69EY9s8OdPoWjAz+MWP7dn00Fd3vHfHfT8efeLQ0Oi+55eX7mrK3hcR0b/+/cNrPvH53aU73kz2voj8jdn7+hZ1TO393eBPjw2v3Xl47w07nxweX7f74dcHS3c16asve2P2vplqpvGvOHDX++L23VviMztG4uSG09UraX6XZO+LyN+or57sfRH5G7Ofg9n7IvI3Zu/Lfr8akb9RX30lGttmnOldu2Ks/yO3vBwR0d1/3UTXsutOjx8/s6h0V1P2voiIZe/+4NGu3sUXSne8mex9Efkbs/d1dDRi5fLOiYiI8xeqBdPTVUdHI6rSXU366svemL3v1XhpdXf0jCxtXH+ms9E53R/L//5KHL25dFdT9r6I/I366sneF5G/Mfs5mL0vIn9j9r7s96sR+Rv11VeisW3e1jTb2LPHl0ycPDuwdMvNx0u3vJHsfVDSxETVeOfQkS//e2S6/1Mf733y3rsXpfo50Vdf9sbMfRfiXF939LzWfN0TvWdfjzNp/tqZvS8if6O+erL3RVwdjZnPwYj8fRH5G7P3wXzUNk/ONE2eOdd9+NuP3DOwbeix7usXjZfuuVT2Piitu7tRHRteu+vgX2/47oHDk6t/84dzK0o3zaavvuyN2fsA5lr2czB7X0T+xux9MB+11TgzfXGy48DXf3bP4k03PrPq3i3Plu65VPY+yGTNYNfFTRt6Xnj412PrSre8EX31ZW/M2HdtLDw7EeOLm6/H43xfd/ScLdk0W/a+iPyN+urJ3hdxdTQ2ZTwHZ8veF5G/MXsfzCdtM85UM1UcfPChrd3L+06tfeCuJ0r3XCp7H2Rw8PBE74vHJq+JiBgZne7c97eL73rP+u7Tpbua9NWXvTF734oYPDERF/tHq9NLpqqpBSNxasNArDlYuqspe19E/kZ99WTvi8jfmP0czN4Xkb8xex/MV42qevs/+2nosQe/2erveer3z6w58r3f3te1dOGr0WhUERED2z7wx4G7Nz/X6mtdiVb3TT7S+g/1P/TL73/u4ujJG2emJno7OnvGlt0y9Pjq27fub/mFrlD2voj8ja3se2r7zlbnxaN7xlZ+5RunPjszE42qisZHP3TtP37+o4E/tfxCV0hffdkbW9l3x6qNrc6LiIij1aGbjsSBT1cRHcti5dMbGpv/PCcXukLZ+yLyN+qrJ3tfROsa95wYbnXavDqn50r2xlb23bb9/lbnpb+fjsjfqK++Vjbu3/XAty7n69pmnJlv5mKcgbdiLsYZaCdzNc4ANM3FOANvxVyMM9BuLnecaZu3NQEAAABcjYwzAAAAAAUZZwAAAAAKMs4AAAAAFGScAQAAACjIOAMAAABQkHEGAAAAoCDjDAAAAEBBxhkAAACAgowzAAAAAAUZZwAAAAAKMs4AAAAAFGScAQAAACjIOAMAAABQkHEGAAAAoCDjDAAAAEBBjaqqSjcAAAAAzFuenAEAAAAoyDgDAAAAUJBxBgAAAKAg4wwAAABAQcYZAAAAgIKMMwAAAAAFGWcAAAAACjLOAAAAABRknAEAAAAoyDgDAAAAUJBxBgAAAKAg4wwAAABAQcYZAAAAgIKMMwAAAAAFGWcAAAAACjLOAAAAABRknAEAAAAoyDgDAAAAUJBxBgAAAKAg4wwAAABAQcYZAAAAgIKMMwAAAAAFGWcAAAAACjLOAAAAABRknAEAAAAoyDgDAAAAUND/A6tAdhI4DvRQAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sompy.visualization.hitmap import HitMapView\n",
    "sm.cluster(4)\n",
    "hits  = HitMapView(20,20,\"Clustering\",text_size=12)\n",
    "a=hits.show(sm)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Conclusions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the visualizations above we can extract different conclusions like,\n",
    "- The houses which have, on average, more bedrooms are generally on lower average income areas.\n",
    "- The highest occupations occours only in cities where the population is high.\n",
    "- The latitude and longitude of the samples have a strong negative correlation. It can be because California is diagonally oriented with respect to the coordinates system.\n",
    "- The most demanded houses (AveOccup) are placed on the 37~38 latitude and -121.6~-121 longitude; i.e. near San-Francisco area\n",
    "- Old houses are more likely to have less rooms and bedrooms on average.\n",
    "- Low average income areas usually have less rooms and bedrooms than high average ones\n",
    "- The house value seems to be related with the average income of the area where it sits.\n",
    "\n",
    "It is important to remark that there are areas on the map where the density of instances is lower than others. It is represented by the hit map and it should be taken in consideration when interpreting the components map.\n",
    "\n",
    "The clustering map can be used to help to find out the different behaviors represented in the components map."
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
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